warning: commands will be executed using /bin/sh job 3246 at Thu Jun 12 14:53:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse21-140611/YutaMouse21-140611/YutaMouse21-140611 ElecNo 2 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111111111111111111111100000 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 1224873 data points of dimension 48. meanDims = 48 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21742 members Mstep: Class 2 contains 21455 members Mstep: Class 3 contains 21445 members Mstep: Class 4 contains 21617 members Mstep: Class 5 contains 21450 members Mstep: Class 6 contains 21697 members Mstep: Class 7 contains 21198 members Mstep: Class 8 contains 21358 members Mstep: Class 9 contains 21614 members Mstep: Class 10 contains 21367 members Mstep: Class 11 contains 21680 members Mstep: Class 12 contains 21240 members Mstep: Class 13 contains 21480 members Mstep: Class 14 contains 21456 members Mstep: Class 15 contains 21530 members Mstep: Class 16 contains 21532 members Mstep: Class 17 contains 21539 members Mstep: Class 18 contains 21527 members Mstep: Class 19 contains 21364 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 668.579529 but Gain 7913.343750 Score: -66246180.000000 Penalty: 142440.078125 Iteration 0F: 19 clusters Score -6.624618e+07 nChanged 382021 Entering Unmasked Mstep Mstep: Class 0 contains 2894 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 7985 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 22517 members Mstep: Class 5 contains 14805 members Mstep: Class 6 contains 44358 members Mstep: Class 7 contains 30851 members Mstep: Class 8 contains 8503 members Mstep: Class 9 contains 25185 members Mstep: Class 10 contains 4489 members Mstep: Class 11 contains 11431 members Mstep: Class 12 contains 7026 members Mstep: Class 13 contains 123077 members Mstep: Class 15 contains 36092 members Mstep: Class 16 contains 26406 members Mstep: Class 17 contains 14930 members Mstep: Class 18 contains 6259 members Mstep: Class 19 contains 10491 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 3884.138428 but Gain 7913.343750 Score: -69293096.000000 Penalty: 134526.734375 Iteration 1F: 18 clusters Score -6.92931e+07 nChanged 165583 Entering Unmasked Mstep Mstep: Class 0 contains 1189 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 4574 members Mstep: Class 3 contains 2472 members Mstep: Class 4 contains 15717 members Mstep: Class 5 contains 9128 members Mstep: Class 6 contains 58323 members Mstep: Class 7 contains 26417 members Mstep: Class 9 contains 24566 members Mstep: Class 10 contains 2634 members Mstep: Class 11 contains 8813 members Mstep: Class 12 contains 1564 members Mstep: Class 13 contains 177304 members Mstep: Class 15 contains 28978 members Mstep: Class 16 contains 22258 members Mstep: Class 17 contains 6237 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 7792 members Entering Unmasked Estep ConsiderDeletion Score: -70040416.000000 Penalty: 134526.734375 Iteration 2F: 18 clusters Score -7.004042e+07 nChanged 120550 Entering Unmasked Mstep Mstep: Class 0 contains 325 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 5764 members Mstep: Class 3 contains 3100 members Mstep: Class 4 contains 8440 members Mstep: Class 5 contains 5765 members Mstep: Class 6 contains 78207 members Mstep: Class 7 contains 25441 members Mstep: Class 9 contains 20335 members Mstep: Class 10 contains 1519 members Mstep: Class 11 contains 6717 members Mstep: Class 12 contains 671 members Mstep: Class 13 contains 186720 members Mstep: Class 15 contains 16189 members Mstep: Class 16 contains 18390 members Mstep: Class 17 contains 2231 members Mstep: Class 18 contains 19778 members Mstep: Class 19 contains 6195 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 4524.338867 but Gain 7913.328125 Score: -70426024.000000 Penalty: 126613.406250 Iteration 3F: 17 clusters Score -7.042602e+07 nChanged 79272 Entering Unmasked Mstep Mstep: Class 0 contains 190 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 6818 members Mstep: Class 3 contains 3089 members Mstep: Class 5 contains 5744 members Mstep: Class 6 contains 92379 members Mstep: Class 7 contains 29632 members Mstep: Class 9 contains 15740 members Mstep: Class 10 contains 850 members Mstep: Class 11 contains 5364 members Mstep: Class 12 contains 509 members Mstep: Class 13 contains 184284 members Mstep: Class 15 contains 9017 members Mstep: Class 16 contains 16967 members Mstep: Class 17 contains 1112 members Mstep: Class 18 contains 29167 members Mstep: Class 19 contains 5001 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 7404.708496 but Gain 7913.343750 Score: -70578440.000000 Penalty: 118700.062500 Iteration 4F: 16 clusters Score -7.057844e+07 nChanged 46370 Entering Unmasked Mstep Mstep: Class 0 contains 142 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 7576 members Mstep: Class 3 contains 2992 members Mstep: Class 5 contains 7513 members Mstep: Class 6 contains 96109 members Mstep: Class 7 contains 32007 members Mstep: Class 9 contains 11900 members Mstep: Class 10 contains 827 members Mstep: Class 11 contains 4611 members Mstep: Class 12 contains 512 members Mstep: Class 13 contains 183967 members Mstep: Class 16 contains 16340 members Mstep: Class 17 contains 963 members Mstep: Class 18 contains 35663 members Mstep: Class 19 contains 4788 members Entering Unmasked Estep ConsiderDeletion Score: -70637376.000000 Penalty: 118700.062500 Iteration 5F: 16 clusters Score -7.063738e+07 nChanged 26767 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 8926 members Mstep: Class 3 contains 2916 members Mstep: Class 5 contains 9269 members Mstep: Class 6 contains 98643 members Mstep: Class 7 contains 33894 members Mstep: Class 9 contains 10045 members Mstep: Class 10 contains 918 members Mstep: Class 11 contains 4532 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 176101 members Mstep: Class 16 contains 16484 members Mstep: Class 17 contains 922 members Mstep: Class 18 contains 37986 members Mstep: Class 19 contains 4643 members Entering Unmasked Estep ConsiderDeletion Score: -70674904.000000 Penalty: 118700.062500 Iteration 6F: 16 clusters Score -7.06749e+07 nChanged 23693 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 11622 members Mstep: Class 3 contains 2721 members Mstep: Class 5 contains 11006 members Mstep: Class 6 contains 100580 members Mstep: Class 7 contains 34644 members Mstep: Class 9 contains 9836 members Mstep: Class 10 contains 1101 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 560 members Mstep: Class 13 contains 167614 members Mstep: Class 16 contains 16982 members Mstep: Class 17 contains 900 members Mstep: Class 18 contains 39019 members Mstep: Class 19 contains 4446 members Entering Unmasked Estep ConsiderDeletion Score: -70719312.000000 Penalty: 118700.062500 Iteration 7F: 16 clusters Score -7.071931e+07 nChanged 22108 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 14900 members Mstep: Class 3 contains 2550 members Mstep: Class 5 contains 12345 members Mstep: Class 6 contains 103789 members Mstep: Class 7 contains 33925 members Mstep: Class 9 contains 10883 members Mstep: Class 10 contains 1253 members Mstep: Class 11 contains 5168 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 159503 members Mstep: Class 16 contains 17119 members Mstep: Class 17 contains 902 members Mstep: Class 18 contains 38845 members Mstep: Class 19 contains 4048 members Entering Unmasked Estep ConsiderDeletion Score: -70756368.000000 Penalty: 118700.062500 Iteration 8F: 16 clusters Score -7.075637e+07 nChanged 18819 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 16597 members Mstep: Class 3 contains 2533 members Mstep: Class 5 contains 13359 members Mstep: Class 6 contains 108438 members Mstep: Class 7 contains 32695 members Mstep: Class 9 contains 12313 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 5552 members Mstep: Class 12 contains 574 members Mstep: Class 13 contains 153508 members Mstep: Class 16 contains 16701 members Mstep: Class 17 contains 915 members Mstep: Class 18 contains 37653 members Mstep: Class 19 contains 3697 members Entering Unmasked Estep ConsiderDeletion Score: -70776248.000000 Penalty: 118700.062500 Iteration 9Q: 16 clusters Score -7.077625e+07 nChanged 14669 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 17612 members Mstep: Class 3 contains 2522 members Mstep: Class 5 contains 14239 members Mstep: Class 6 contains 111237 members Mstep: Class 7 contains 32746 members Mstep: Class 9 contains 13342 members Mstep: Class 10 contains 1253 members Mstep: Class 11 contains 5818 members Mstep: Class 12 contains 585 members Mstep: Class 13 contains 150136 members Mstep: Class 16 contains 16196 members Mstep: Class 17 contains 929 members Mstep: Class 18 contains 35732 members Mstep: Class 19 contains 3440 members Entering Unmasked Estep ConsiderDeletion Score: -70790440.000000 Penalty: 118700.062500 Iteration 10Q: 16 clusters Score -7.079044e+07 nChanged 11743 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 18392 members Mstep: Class 3 contains 2516 members Mstep: Class 5 contains 15000 members Mstep: Class 6 contains 112294 members Mstep: Class 7 contains 33867 members Mstep: Class 9 contains 13808 members Mstep: Class 10 contains 1252 members Mstep: Class 11 contains 6002 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 148515 members Mstep: Class 16 contains 15811 members Mstep: Class 17 contains 945 members Mstep: Class 18 contains 33530 members Mstep: Class 19 contains 3263 members Entering Unmasked Estep ConsiderDeletion Score: -70800048.000000 Penalty: 118700.062500 Iteration 11Q: 16 clusters Score -7.080005e+07 nChanged 9619 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 19098 members Mstep: Class 3 contains 2508 members Mstep: Class 5 contains 15809 members Mstep: Class 6 contains 112074 members Mstep: Class 7 contains 35263 members Mstep: Class 9 contains 14058 members Mstep: Class 10 contains 1253 members Mstep: Class 11 contains 6132 members Mstep: Class 12 contains 596 members Mstep: Class 13 contains 147819 members Mstep: Class 16 contains 15522 members Mstep: Class 17 contains 951 members Mstep: Class 18 contains 31550 members Mstep: Class 19 contains 3163 members Entering Unmasked Estep ConsiderDeletion Score: -70807688.000000 Penalty: 118700.062500 Iteration 12Q: 16 clusters Score -7.080769e+07 nChanged 8225 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 19788 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 16860 members Mstep: Class 6 contains 110753 members Mstep: Class 7 contains 36760 members Mstep: Class 9 contains 14245 members Mstep: Class 10 contains 1252 members Mstep: Class 11 contains 6169 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 147658 members Mstep: Class 16 contains 15287 members Mstep: Class 17 contains 953 members Mstep: Class 18 contains 29845 members Mstep: Class 19 contains 3123 members Entering Unmasked Estep ConsiderDeletion Score: -70812704.000000 Penalty: 118700.062500 Iteration 13Q: 16 clusters Score -7.08127e+07 nChanged 7517 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 20370 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 18169 members Mstep: Class 6 contains 108435 members Mstep: Class 7 contains 38379 members Mstep: Class 9 contains 14454 members Mstep: Class 10 contains 1251 members Mstep: Class 11 contains 6159 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 147703 members Mstep: Class 16 contains 15221 members Mstep: Class 17 contains 954 members Mstep: Class 18 contains 28459 members Mstep: Class 19 contains 3136 members Entering Unmasked Estep ConsiderDeletion Score: -70817096.000000 Penalty: 118700.062500 Iteration 14Q: 16 clusters Score -7.08171e+07 nChanged 7326 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 20873 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 19806 members Mstep: Class 6 contains 105221 members Mstep: Class 7 contains 40154 members Mstep: Class 9 contains 14679 members Mstep: Class 10 contains 1250 members Mstep: Class 11 contains 6108 members Mstep: Class 12 contains 601 members Mstep: Class 13 contains 147580 members Mstep: Class 16 contains 15290 members Mstep: Class 17 contains 957 members Mstep: Class 18 contains 27484 members Mstep: Class 19 contains 3287 members Entering Unmasked Estep ConsiderDeletion Score: -70821632.000000 Penalty: 118700.062500 Iteration 15Q: 16 clusters Score -7.082163e+07 nChanged 7551 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 21299 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 21879 members Mstep: Class 6 contains 101161 members Mstep: Class 7 contains 41958 members Mstep: Class 9 contains 14930 members Mstep: Class 10 contains 1249 members Mstep: Class 11 contains 6045 members Mstep: Class 12 contains 601 members Mstep: Class 13 contains 147501 members Mstep: Class 16 contains 15443 members Mstep: Class 17 contains 960 members Mstep: Class 18 contains 26748 members Mstep: Class 19 contains 3513 members Entering Unmasked Estep ConsiderDeletion Score: -70825776.000000 Penalty: 118700.062500 Iteration 16Q: 16 clusters Score -7.082578e+07 nChanged 7693 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 21596 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 24352 members Mstep: Class 6 contains 96262 members Mstep: Class 7 contains 44033 members Mstep: Class 9 contains 15203 members Mstep: Class 10 contains 1248 members Mstep: Class 11 contains 6012 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 147558 members Mstep: Class 16 contains 15606 members Mstep: Class 17 contains 967 members Mstep: Class 18 contains 26191 members Mstep: Class 19 contains 3666 members Entering Unmasked Estep ConsiderDeletion Score: -70830360.000000 Penalty: 118700.062500 Iteration 17Q: 16 clusters Score -7.083036e+07 nChanged 7675 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 21804 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 27094 members Mstep: Class 6 contains 90802 members Mstep: Class 7 contains 46382 members Mstep: Class 9 contains 15436 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 6057 members Mstep: Class 12 contains 590 members Mstep: Class 13 contains 147591 members Mstep: Class 16 contains 15744 members Mstep: Class 17 contains 971 members Mstep: Class 18 contains 25800 members Mstep: Class 19 contains 3770 members Entering Unmasked Estep ConsiderDeletion Score: -70835232.000000 Penalty: 118700.062500 Iteration 18Q: 16 clusters Score -7.083523e+07 nChanged 8098 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 21934 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 30087 members Mstep: Class 6 contains 84540 members Mstep: Class 7 contains 49187 members Mstep: Class 9 contains 15711 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 6183 members Mstep: Class 12 contains 588 members Mstep: Class 13 contains 147625 members Mstep: Class 16 contains 15799 members Mstep: Class 17 contains 973 members Mstep: Class 18 contains 25505 members Mstep: Class 19 contains 3907 members Entering Unmasked Estep ConsiderDeletion Score: -70840472.000000 Penalty: 118700.062500 Iteration 19Q: 16 clusters Score -7.084047e+07 nChanged 8185 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22040 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 33149 members Mstep: Class 6 contains 77927 members Mstep: Class 7 contains 52231 members Mstep: Class 9 contains 16029 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 6383 members Mstep: Class 12 contains 588 members Mstep: Class 13 contains 147604 members Mstep: Class 16 contains 15789 members Mstep: Class 17 contains 974 members Mstep: Class 18 contains 25298 members Mstep: Class 19 contains 4026 members Entering Unmasked Estep ConsiderDeletion Score: -70846656.000000 Penalty: 118700.062500 Iteration 20F: 16 clusters Score -7.084666e+07 nChanged 8747 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22090 members Mstep: Class 3 contains 2502 members Mstep: Class 5 contains 36257 members Mstep: Class 6 contains 71132 members Mstep: Class 7 contains 55070 members Mstep: Class 9 contains 16322 members Mstep: Class 10 contains 1243 members Mstep: Class 11 contains 6702 members Mstep: Class 12 contains 599 members Mstep: Class 13 contains 147391 members Mstep: Class 16 contains 15775 members Mstep: Class 17 contains 976 members Mstep: Class 18 contains 25063 members Mstep: Class 19 contains 4666 members Entering Unmasked Estep ConsiderDeletion Score: -70852448.000000 Penalty: 118700.062500 Iteration 21Q: 16 clusters Score -7.085245e+07 nChanged 8521 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22134 members Mstep: Class 3 contains 2502 members Mstep: Class 5 contains 39256 members Mstep: Class 6 contains 64396 members Mstep: Class 7 contains 57975 members Mstep: Class 9 contains 16628 members Mstep: Class 10 contains 1241 members Mstep: Class 11 contains 7075 members Mstep: Class 12 contains 596 members Mstep: Class 13 contains 147201 members Mstep: Class 16 contains 15748 members Mstep: Class 17 contains 981 members Mstep: Class 18 contains 24919 members Mstep: Class 19 contains 5135 members Entering Unmasked Estep ConsiderDeletion Score: -70857792.000000 Penalty: 118700.062500 Iteration 22Q: 16 clusters Score -7.085779e+07 nChanged 8219 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 22157 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 42422 members Mstep: Class 6 contains 57723 members Mstep: Class 7 contains 60684 members Mstep: Class 9 contains 16906 members Mstep: Class 10 contains 1240 members Mstep: Class 11 contains 7511 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 147022 members Mstep: Class 16 contains 15724 members Mstep: Class 17 contains 987 members Mstep: Class 18 contains 24818 members Mstep: Class 19 contains 5502 members Entering Unmasked Estep ConsiderDeletion Score: -70865576.000000 Penalty: 118700.062500 Iteration 23Q: 16 clusters Score -7.086558e+07 nChanged 7724 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 22184 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 45842 members Mstep: Class 6 contains 51553 members Mstep: Class 7 contains 62642 members Mstep: Class 9 contains 17200 members Mstep: Class 10 contains 1238 members Mstep: Class 11 contains 7979 members Mstep: Class 12 contains 581 members Mstep: Class 13 contains 146836 members Mstep: Class 16 contains 15700 members Mstep: Class 17 contains 999 members Mstep: Class 18 contains 24755 members Mstep: Class 19 contains 5777 members Entering Unmasked Estep ConsiderDeletion Score: -70878592.000000 Penalty: 118700.062500 Iteration 24Q: 16 clusters Score -7.087859e+07 nChanged 5878 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 22203 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48427 members Mstep: Class 6 contains 48295 members Mstep: Class 7 contains 62513 members Mstep: Class 9 contains 17487 members Mstep: Class 10 contains 1236 members Mstep: Class 11 contains 8504 members Mstep: Class 12 contains 577 members Mstep: Class 13 contains 146690 members Mstep: Class 16 contains 15687 members Mstep: Class 17 contains 1003 members Mstep: Class 18 contains 24709 members Mstep: Class 19 contains 5955 members Entering Unmasked Estep ConsiderDeletion Score: -70898400.000000 Penalty: 118700.062500 Iteration 25Q: 16 clusters Score -7.08984e+07 nChanged 7607 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22218 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48854 members Mstep: Class 6 contains 51148 members Mstep: Class 7 contains 58109 members Mstep: Class 9 contains 17920 members Mstep: Class 10 contains 1236 members Mstep: Class 11 contains 9035 members Mstep: Class 12 contains 576 members Mstep: Class 13 contains 146767 members Mstep: Class 16 contains 15700 members Mstep: Class 17 contains 1006 members Mstep: Class 18 contains 24668 members Mstep: Class 19 contains 6048 members Entering Unmasked Estep ConsiderDeletion Score: -70911008.000000 Penalty: 118700.062500 Iteration 26Q: 16 clusters Score -7.091101e+07 nChanged 8996 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22257 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48634 members Mstep: Class 6 contains 56983 members Mstep: Class 7 contains 51687 members Mstep: Class 9 contains 18251 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9341 members Mstep: Class 12 contains 576 members Mstep: Class 13 contains 146836 members Mstep: Class 16 contains 15711 members Mstep: Class 17 contains 1007 members Mstep: Class 18 contains 24630 members Mstep: Class 19 contains 6136 members Entering Unmasked Estep ConsiderDeletion Score: -70917536.000000 Penalty: 118700.062500 Iteration 27Q: 16 clusters Score -7.091754e+07 nChanged 8441 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22295 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48404 members Mstep: Class 6 contains 63621 members Mstep: Class 7 contains 44917 members Mstep: Class 9 contains 18439 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9427 members Mstep: Class 12 contains 577 members Mstep: Class 13 contains 146848 members Mstep: Class 16 contains 15691 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24599 members Mstep: Class 19 contains 6223 members Entering Unmasked Estep ConsiderDeletion Score: -70923864.000000 Penalty: 118700.062500 Iteration 28Q: 16 clusters Score -7.092386e+07 nChanged 8036 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22317 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48206 members Mstep: Class 6 contains 70472 members Mstep: Class 7 contains 38080 members Mstep: Class 9 contains 18593 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9458 members Mstep: Class 12 contains 578 members Mstep: Class 13 contains 146771 members Mstep: Class 16 contains 15667 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24585 members Mstep: Class 19 contains 6314 members Entering Unmasked Estep ConsiderDeletion Score: -70929880.000000 Penalty: 118700.062500 Iteration 29Q: 16 clusters Score -7.092988e+07 nChanged 7596 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22328 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 48048 members Mstep: Class 6 contains 77131 members Mstep: Class 7 contains 31575 members Mstep: Class 9 contains 18728 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9464 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146711 members Mstep: Class 16 contains 15633 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24565 members Mstep: Class 19 contains 6279 members Entering Unmasked Estep ConsiderDeletion Score: -70935840.000000 Penalty: 118700.062500 Iteration 30Q: 16 clusters Score -7.093584e+07 nChanged 6643 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 22342 members Mstep: Class 3 contains 2503 members Mstep: Class 5 contains 47913 members Mstep: Class 6 contains 82956 members Mstep: Class 7 contains 25859 members Mstep: Class 9 contains 18854 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9482 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146640 members Mstep: Class 16 contains 15604 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24544 members Mstep: Class 19 contains 6268 members Entering Unmasked Estep ConsiderDeletion Score: -70940816.000000 Penalty: 118700.062500 Iteration 31Q: 16 clusters Score -7.094082e+07 nChanged 5383 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 22354 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47811 members Mstep: Class 6 contains 87632 members Mstep: Class 7 contains 21278 members Mstep: Class 9 contains 18974 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9509 members Mstep: Class 12 contains 580 members Mstep: Class 13 contains 146568 members Mstep: Class 16 contains 15587 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24520 members Mstep: Class 19 contains 6229 members Entering Unmasked Estep ConsiderDeletion Score: -70944624.000000 Penalty: 118700.062500 Iteration 32Q: 16 clusters Score -7.094462e+07 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22350 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 91093 members Mstep: Class 7 contains 17862 members Mstep: Class 9 contains 19091 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9573 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146491 members Mstep: Class 16 contains 15575 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24507 members Mstep: Class 19 contains 6187 members Entering Unmasked Estep ConsiderDeletion Score: -70947152.000000 Penalty: 118700.062500 Iteration 33Q: 16 clusters Score -7.094715e+07 nChanged 2987 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22367 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47646 members Mstep: Class 6 contains 93512 members Mstep: Class 7 contains 15445 members Mstep: Class 9 contains 19200 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9696 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146421 members Mstep: Class 16 contains 15557 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24492 members Mstep: Class 19 contains 6126 members Entering Unmasked Estep ConsiderDeletion Score: -70948704.000000 Penalty: 118700.062500 Iteration 34Q: 16 clusters Score -7.09487e+07 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22371 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47580 members Mstep: Class 6 contains 95057 members Mstep: Class 7 contains 13859 members Mstep: Class 9 contains 19292 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9841 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146356 members Mstep: Class 16 contains 15559 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24480 members Mstep: Class 19 contains 6067 members Entering Unmasked Estep ConsiderDeletion Score: -70949648.000000 Penalty: 118700.062500 Iteration 35Q: 16 clusters Score -7.094965e+07 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22387 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47528 members Mstep: Class 6 contains 96079 members Mstep: Class 7 contains 12765 members Mstep: Class 9 contains 19356 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 9995 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146294 members Mstep: Class 16 contains 15554 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24470 members Mstep: Class 19 contains 6034 members Entering Unmasked Estep ConsiderDeletion Score: -70950360.000000 Penalty: 118700.062500 Iteration 36Q: 16 clusters Score -7.095036e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22405 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47479 members Mstep: Class 6 contains 96781 members Mstep: Class 7 contains 11966 members Mstep: Class 9 contains 19394 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10142 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146261 members Mstep: Class 16 contains 15556 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24461 members Mstep: Class 19 contains 6017 members Entering Unmasked Estep ConsiderDeletion Score: -70950856.000000 Penalty: 118700.062500 Iteration 37Q: 16 clusters Score -7.095086e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22415 members Mstep: Class 3 contains 2504 members Mstep: Class 5 contains 47444 members Mstep: Class 6 contains 97244 members Mstep: Class 7 contains 11408 members Mstep: Class 9 contains 19423 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10273 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146238 members Mstep: Class 16 contains 15540 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24455 members Mstep: Class 19 contains 6022 members Entering Unmasked Estep ConsiderDeletion Score: -70951248.000000 Penalty: 118700.062500 Iteration 38Q: 16 clusters Score -7.095125e+07 nChanged 604 Entering ConstructFrom: Score: -70951248.000000 Penalty: 118700.062500 Entering ConstructFrom: Trying to split cluster 1 (2435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Entering Unmasked Estep Score: -410763.375000 Penalty: 4776.092285 Iteration 0F: 2 clusters Score -410763.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -405712.437500 Penalty: 9552.184570 Iteration 0F: 3 clusters Score -405712.4 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -407686.218750 Penalty: 9552.184570 Iteration 1F: 3 clusters Score -407686.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -409760.093750 Penalty: 9552.184570 Iteration 2F: 3 clusters Score -409760.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -411498.281250 Penalty: 9552.184570 Iteration 3F: 3 clusters Score -411498.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -412617.906250 Penalty: 9552.184570 Iteration 4F: 3 clusters Score -412617.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -413406.812500 Penalty: 9552.184570 Iteration 5Q: 3 clusters Score -413406.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -413755.781250 Penalty: 9552.184570 Iteration 6Q: 3 clusters Score -413755.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -413905.312500 Penalty: 9552.184570 Iteration 7Q: 3 clusters Score -413905.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -413976.718750 Penalty: 9552.184570 Iteration 8Q: 3 clusters Score -413976.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -414019.093750 Penalty: 9552.184570 Iteration 9Q: 3 clusters Score -414019.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -414058.718750 Penalty: 9552.184570 Iteration 10Q: 3 clusters Score -414058.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -414078.625000 Penalty: 9552.184570 Iteration 11Q: 3 clusters Score -414078.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -414094.750000 Penalty: 9552.184570 Iteration 12Q: 3 clusters Score -414094.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -414098.531250 Penalty: 9552.184570 Iteration 13Q: 3 clusters Score -414098.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -414101.843750 Penalty: 9552.184570 Iteration 14Q: 3 clusters Score -414101.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -414103.968750 Penalty: 9552.184570 Iteration 15F: 3 clusters Score -414104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -414147.156250 Penalty: 9552.184570 Iteration 16Q: 3 clusters Score -414147.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -414218.593750 Penalty: 9552.184570 Iteration 17Q: 3 clusters Score -414218.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -414264.437500 Penalty: 9552.184570 Iteration 18Q: 3 clusters Score -414264.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -414335.937500 Penalty: 9552.184570 Iteration 19Q: 3 clusters Score -414335.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -414528.937500 Penalty: 9552.184570 Iteration 20F: 3 clusters Score -414528.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -414859.781250 Penalty: 9552.184570 Iteration 21Q: 3 clusters Score -414859.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -414940.687500 Penalty: 9552.184570 Iteration 22Q: 3 clusters Score -414940.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -415070.531250 Penalty: 9552.184570 Iteration 23Q: 3 clusters Score -415070.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -415189.125000 Penalty: 9552.184570 Iteration 24Q: 3 clusters Score -415189.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -415366.812500 Penalty: 9552.184570 Iteration 25Q: 3 clusters Score -415366.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -415612.593750 Penalty: 9552.184570 Iteration 26Q: 3 clusters Score -415612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -415704.750000 Penalty: 9552.184570 Iteration 27Q: 3 clusters Score -415704.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -415711.375000 Penalty: 9552.184570 Iteration 28Q: 3 clusters Score -415711.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -415718.593750 Penalty: 9552.184570 Iteration 29Q: 3 clusters Score -415718.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -415737.812500 Penalty: 9552.184570 Iteration 30F: 3 clusters Score -415737.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -415808.437500 Penalty: 9552.184570 Iteration 31Q: 3 clusters Score -415808.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -415813.937500 Penalty: 9552.184570 Iteration 32Q: 3 clusters Score -415813.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -415818.406250 Penalty: 9552.184570 Iteration 33Q: 3 clusters Score -415818.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -415818.406250 Penalty: 9552.184570 Iteration 34F: 3 clusters Score -415818.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 22426 members Mstep: Class 3 contains 2504 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 10972 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146217 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Entering Unmasked Estep Score: -70953120.000000 Penalty: 126613.406250 Splitting cluster 1 changes total score from -70951248.000000 to -70953120.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (22426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22426 members Entering Unmasked Estep Score: -3953420.750000 Penalty: 6136.010742 Iteration 0F: 2 clusters Score -3953421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -3935383.000000 Penalty: 12272.021484 Iteration 0F: 3 clusters Score -3935383 nChanged 9180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -3940244.250000 Penalty: 12272.021484 Iteration 1F: 3 clusters Score -3940244 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -3941118.500000 Penalty: 12272.021484 Iteration 2F: 3 clusters Score -3941118 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -3942005.750000 Penalty: 12272.021484 Iteration 3F: 3 clusters Score -3942006 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 10841 members Entering Unmasked Estep Score: -3943406.750000 Penalty: 12272.021484 Iteration 4F: 3 clusters Score -3943407 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -3945293.500000 Penalty: 12272.021484 Iteration 5F: 3 clusters Score -3945294 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -3947372.750000 Penalty: 12272.021484 Iteration 6F: 3 clusters Score -3947373 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -3949487.500000 Penalty: 12272.021484 Iteration 7F: 3 clusters Score -3949488 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 14361 members Entering Unmasked Estep Score: -3951243.000000 Penalty: 12272.021484 Iteration 8F: 3 clusters Score -3951243 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -3952387.250000 Penalty: 12272.021484 Iteration 9F: 3 clusters Score -3952387 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -3953014.000000 Penalty: 12272.021484 Iteration 10Q: 3 clusters Score -3953014 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 16234 members Entering Unmasked Estep Score: -3953330.500000 Penalty: 12272.021484 Iteration 11Q: 3 clusters Score -3953330 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -3953517.250000 Penalty: 12272.021484 Iteration 12Q: 3 clusters Score -3953517 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 16645 members Entering Unmasked Estep Score: -3953603.750000 Penalty: 12272.021484 Iteration 13Q: 3 clusters Score -3953604 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 16769 members Entering Unmasked Estep Score: -3953641.750000 Penalty: 12272.021484 Iteration 14Q: 3 clusters Score -3953642 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 16852 members Entering Unmasked Estep Score: -3953669.750000 Penalty: 12272.021484 Iteration 15Q: 3 clusters Score -3953670 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -3953696.500000 Penalty: 12272.021484 Iteration 16Q: 3 clusters Score -3953696 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 16976 members Entering Unmasked Estep Score: -3953710.000000 Penalty: 12272.021484 Iteration 17Q: 3 clusters Score -3953710 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 17024 members Entering Unmasked Estep Score: -3953728.500000 Penalty: 12272.021484 Iteration 18Q: 3 clusters Score -3953728 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 17074 members Entering Unmasked Estep Score: -3953735.000000 Penalty: 12272.021484 Iteration 19Q: 3 clusters Score -3953735 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 17137 members Entering Unmasked Estep Score: -3953754.250000 Penalty: 12272.021484 Iteration 20F: 3 clusters Score -3953754 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 17198 members Entering Unmasked Estep Score: -3953764.750000 Penalty: 12272.021484 Iteration 21Q: 3 clusters Score -3953765 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 17258 members Entering Unmasked Estep Score: -3953784.000000 Penalty: 12272.021484 Iteration 22Q: 3 clusters Score -3953784 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 17310 members Entering Unmasked Estep Score: -3953811.750000 Penalty: 12272.021484 Iteration 23Q: 3 clusters Score -3953812 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -3953826.000000 Penalty: 12272.021484 Iteration 24Q: 3 clusters Score -3953826 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -3953847.750000 Penalty: 12272.021484 Iteration 25Q: 3 clusters Score -3953848 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 17466 members Entering Unmasked Estep Score: -3953866.500000 Penalty: 12272.021484 Iteration 26Q: 3 clusters Score -3953866 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 17522 members Entering Unmasked Estep Score: -3953881.000000 Penalty: 12272.021484 Iteration 27Q: 3 clusters Score -3953881 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 17572 members Entering Unmasked Estep Score: -3953906.500000 Penalty: 12272.021484 Iteration 28Q: 3 clusters Score -3953906 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 17625 members Entering Unmasked Estep Score: -3953916.000000 Penalty: 12272.021484 Iteration 29Q: 3 clusters Score -3953916 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 17670 members Entering Unmasked Estep Score: -3953917.750000 Penalty: 12272.021484 Iteration 30Q: 3 clusters Score -3953918 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 17709 members Entering Unmasked Estep Score: -3953931.250000 Penalty: 12272.021484 Iteration 31Q: 3 clusters Score -3953931 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 17753 members Entering Unmasked Estep Score: -3953944.000000 Penalty: 12272.021484 Iteration 32Q: 3 clusters Score -3953944 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 17796 members Entering Unmasked Estep Score: -3953959.500000 Penalty: 12272.021484 Iteration 33Q: 3 clusters Score -3953960 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 17837 members Entering Unmasked Estep Score: -3953961.750000 Penalty: 12272.021484 Iteration 34Q: 3 clusters Score -3953962 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 17854 members Entering Unmasked Estep Score: -3953966.500000 Penalty: 12272.021484 Iteration 35Q: 3 clusters Score -3953966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 17865 members Entering Unmasked Estep Score: -3953970.000000 Penalty: 12272.021484 Iteration 36Q: 3 clusters Score -3953970 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -3953980.250000 Penalty: 12272.021484 Iteration 37Q: 3 clusters Score -3953980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -3953981.500000 Penalty: 12272.021484 Iteration 38Q: 3 clusters Score -3953982 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 17890 members Entering Unmasked Estep Score: -3953972.750000 Penalty: 12272.021484 Iteration 39Q: 3 clusters Score -3953973 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 17905 members Entering Unmasked Estep Score: -3953980.250000 Penalty: 12272.021484 Iteration 40F: 3 clusters Score -3953980 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 17919 members Entering Unmasked Estep Score: -3953980.250000 Penalty: 12272.021484 Iteration 41Q: 3 clusters Score -3953980 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 17932 members Entering Unmasked Estep Score: -3953983.250000 Penalty: 12272.021484 Iteration 42Q: 3 clusters Score -3953983 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -3953986.000000 Penalty: 12272.021484 Iteration 43Q: 3 clusters Score -3953986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 17950 members Entering Unmasked Estep Score: -3953981.000000 Penalty: 12272.021484 Iteration 44Q: 3 clusters Score -3953981 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 17954 members Entering Unmasked Estep Score: -3953983.500000 Penalty: 12272.021484 Iteration 45Q: 3 clusters Score -3953984 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 17960 members Entering Unmasked Estep Score: -3953991.250000 Penalty: 12272.021484 Iteration 46Q: 3 clusters Score -3953991 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 17967 members Entering Unmasked Estep Score: -3954000.000000 Penalty: 12272.021484 Iteration 47Q: 3 clusters Score -3954000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 17974 members Entering Unmasked Estep Score: -3954000.500000 Penalty: 12272.021484 Iteration 48Q: 3 clusters Score -3954000 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -3954002.750000 Penalty: 12272.021484 Iteration 49Q: 3 clusters Score -3954003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -3954002.750000 Penalty: 12272.021484 Iteration 50F: 3 clusters Score -3954003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 2504 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 10972 members Mstep: Class 8 contains 17977 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146217 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Entering Unmasked Estep Score: -70951816.000000 Penalty: 134526.734375 Splitting cluster 2 changes total score from -70951248.000000 to -70951816.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 3 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -347950.843750 Penalty: 4793.207031 Iteration 0F: 2 clusters Score -347950.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -343214.906250 Penalty: 9586.414062 Iteration 0F: 3 clusters Score -343214.9 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -349012.156250 Penalty: 9586.414062 Iteration 1F: 3 clusters Score -349012.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -357016.156250 Penalty: 9586.414062 Iteration 2F: 3 clusters Score -357016.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -357920.781250 Penalty: 9586.414062 Iteration 3Q: 3 clusters Score -357920.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -358074.968750 Penalty: 9586.414062 Iteration 4Q: 3 clusters Score -358075 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -358165.312500 Penalty: 9586.414062 Iteration 5Q: 3 clusters Score -358165.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -358190.000000 Penalty: 9586.414062 Iteration 6Q: 3 clusters Score -358190 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -358209.187500 Penalty: 9586.414062 Iteration 7Q: 3 clusters Score -358209.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -358227.000000 Penalty: 9586.414062 Iteration 8Q: 3 clusters Score -358227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -358240.437500 Penalty: 9586.414062 Iteration 9Q: 3 clusters Score -358240.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -358278.843750 Penalty: 9586.414062 Iteration 10Q: 3 clusters Score -358278.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -358349.843750 Penalty: 9586.414062 Iteration 11Q: 3 clusters Score -358349.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -358378.468750 Penalty: 9586.414062 Iteration 12Q: 3 clusters Score -358378.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -358393.500000 Penalty: 9586.414062 Iteration 13Q: 3 clusters Score -358393.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -358410.437500 Penalty: 9586.414062 Iteration 14Q: 3 clusters Score -358410.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -358410.437500 Penalty: 9586.414062 Iteration 15F: 3 clusters Score -358410.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 1874 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 10972 members Mstep: Class 8 contains 17977 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146217 members Mstep: Class 14 contains 630 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Entering Unmasked Estep Score: -70959200.000000 Penalty: 142440.078125 Splitting cluster 3 changes total score from -70951248.000000 to -70959200.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 5 (47422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47422 members Entering Unmasked Estep Score: -8406668.000000 Penalty: 6594.690430 Iteration 0F: 2 clusters Score -8406668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23781 members Mstep: Class 2 contains 23641 members Entering Unmasked Estep Score: -8372688.000000 Penalty: 13189.380859 Iteration 0F: 3 clusters Score -8372688 nChanged 20727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24308 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -8384183.000000 Penalty: 13189.380859 Iteration 1F: 3 clusters Score -8384183 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24858 members Mstep: Class 2 contains 22564 members Entering Unmasked Estep Score: -8385888.000000 Penalty: 13189.380859 Iteration 2F: 3 clusters Score -8385888 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Mstep: Class 2 contains 21614 members Entering Unmasked Estep Score: -8388184.500000 Penalty: 13189.380859 Iteration 3F: 3 clusters Score -8388184 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27342 members Mstep: Class 2 contains 20080 members Entering Unmasked Estep Score: -8390920.000000 Penalty: 13189.380859 Iteration 4F: 3 clusters Score -8390920 nChanged 3743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29465 members Mstep: Class 2 contains 17957 members Entering Unmasked Estep Score: -8393945.000000 Penalty: 13189.380859 Iteration 5F: 3 clusters Score -8393945 nChanged 3590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Mstep: Class 2 contains 15665 members Entering Unmasked Estep Score: -8396722.000000 Penalty: 13189.380859 Iteration 6F: 3 clusters Score -8396722 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33742 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -8398815.000000 Penalty: 13189.380859 Iteration 7F: 3 clusters Score -8398815 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35332 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -8400108.000000 Penalty: 13189.380859 Iteration 8Q: 3 clusters Score -8400108 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36594 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -8400901.000000 Penalty: 13189.380859 Iteration 9Q: 3 clusters Score -8400901 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37580 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -8401414.000000 Penalty: 13189.380859 Iteration 10Q: 3 clusters Score -8401414 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38433 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -8401726.000000 Penalty: 13189.380859 Iteration 11Q: 3 clusters Score -8401726 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39178 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -8402027.000000 Penalty: 13189.380859 Iteration 12Q: 3 clusters Score -8402027 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39872 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -8402322.000000 Penalty: 13189.380859 Iteration 13Q: 3 clusters Score -8402322 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40505 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -8402552.000000 Penalty: 13189.380859 Iteration 14Q: 3 clusters Score -8402552 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41063 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -8402759.000000 Penalty: 13189.380859 Iteration 15Q: 3 clusters Score -8402759 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41593 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -8402934.000000 Penalty: 13189.380859 Iteration 16Q: 3 clusters Score -8402934 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42055 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -8403137.000000 Penalty: 13189.380859 Iteration 17Q: 3 clusters Score -8403137 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42485 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -8403344.000000 Penalty: 13189.380859 Iteration 18Q: 3 clusters Score -8403344 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42872 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -8403512.000000 Penalty: 13189.380859 Iteration 19Q: 3 clusters Score -8403512 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43220 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -8403636.000000 Penalty: 13189.380859 Iteration 20F: 3 clusters Score -8403636 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43548 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -8403801.000000 Penalty: 13189.380859 Iteration 21Q: 3 clusters Score -8403801 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43839 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -8403931.000000 Penalty: 13189.380859 Iteration 22Q: 3 clusters Score -8403931 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44101 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -8404079.000000 Penalty: 13189.380859 Iteration 23Q: 3 clusters Score -8404079 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44298 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -8404181.000000 Penalty: 13189.380859 Iteration 24Q: 3 clusters Score -8404181 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44456 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -8404269.000000 Penalty: 13189.380859 Iteration 25Q: 3 clusters Score -8404269 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44587 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -8404320.000000 Penalty: 13189.380859 Iteration 26Q: 3 clusters Score -8404320 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44682 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -8404357.000000 Penalty: 13189.380859 Iteration 27Q: 3 clusters Score -8404357 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44750 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -8404386.000000 Penalty: 13189.380859 Iteration 28Q: 3 clusters Score -8404386 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44813 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -8404394.000000 Penalty: 13189.380859 Iteration 29Q: 3 clusters Score -8404394 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44872 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -8404413.000000 Penalty: 13189.380859 Iteration 30Q: 3 clusters Score -8404413 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44926 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -8404421.000000 Penalty: 13189.380859 Iteration 31Q: 3 clusters Score -8404421 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44963 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -8404448.000000 Penalty: 13189.380859 Iteration 32Q: 3 clusters Score -8404448 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44992 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -8404464.000000 Penalty: 13189.380859 Iteration 33Q: 3 clusters Score -8404464 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45017 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -8404479.000000 Penalty: 13189.380859 Iteration 34Q: 3 clusters Score -8404479 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45040 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -8404497.000000 Penalty: 13189.380859 Iteration 35Q: 3 clusters Score -8404497 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45056 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -8404492.000000 Penalty: 13189.380859 Iteration 36Q: 3 clusters Score -8404492 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45068 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -8404489.000000 Penalty: 13189.380859 Iteration 37Q: 3 clusters Score -8404489 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45079 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -8404493.000000 Penalty: 13189.380859 Iteration 38Q: 3 clusters Score -8404493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45091 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -8404501.000000 Penalty: 13189.380859 Iteration 39Q: 3 clusters Score -8404501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45101 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -8404494.000000 Penalty: 13189.380859 Iteration 40F: 3 clusters Score -8404494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45107 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -8404491.000000 Penalty: 13189.380859 Iteration 41Q: 3 clusters Score -8404491 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45115 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -8404505.000000 Penalty: 13189.380859 Iteration 42Q: 3 clusters Score -8404505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45122 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -8404494.000000 Penalty: 13189.380859 Iteration 43Q: 3 clusters Score -8404494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45129 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -8404507.000000 Penalty: 13189.380859 Iteration 44Q: 3 clusters Score -8404507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45131 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -8404498.000000 Penalty: 13189.380859 Iteration 45Q: 3 clusters Score -8404498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45136 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -8404503.000000 Penalty: 13189.380859 Iteration 46Q: 3 clusters Score -8404503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45140 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -8404519.000000 Penalty: 13189.380859 Iteration 47Q: 3 clusters Score -8404519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45143 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -8404515.000000 Penalty: 13189.380859 Iteration 48Q: 3 clusters Score -8404515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45144 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -8404516.000000 Penalty: 13189.380859 Iteration 49Q: 3 clusters Score -8404516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45144 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -8404516.000000 Penalty: 13189.380859 Iteration 50F: 3 clusters Score -8404516 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (97568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97568 members Entering Unmasked Estep Score: -17404812.000000 Penalty: 7036.586914 Iteration 0F: 2 clusters Score -1.740481e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48934 members Mstep: Class 2 contains 48634 members Entering Unmasked Estep Score: -17338236.000000 Penalty: 14073.173828 Iteration 0F: 3 clusters Score -1.733824e+07 nChanged 44488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49698 members Mstep: Class 2 contains 47870 members Entering Unmasked Estep Score: -17362130.000000 Penalty: 14073.173828 Iteration 1F: 3 clusters Score -1.736213e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49983 members Mstep: Class 2 contains 47585 members Entering Unmasked Estep Score: -17363240.000000 Penalty: 14073.173828 Iteration 2Q: 3 clusters Score -1.736324e+07 nChanged 3549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50328 members Mstep: Class 2 contains 47240 members Entering Unmasked Estep Score: -17364306.000000 Penalty: 14073.173828 Iteration 3Q: 3 clusters Score -1.736431e+07 nChanged 3359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50911 members Mstep: Class 2 contains 46657 members Entering Unmasked Estep Score: -17365090.000000 Penalty: 14073.173828 Iteration 4Q: 3 clusters Score -1.736509e+07 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51692 members Mstep: Class 2 contains 45876 members Entering Unmasked Estep Score: -17365940.000000 Penalty: 14073.173828 Iteration 5Q: 3 clusters Score -1.736594e+07 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52721 members Mstep: Class 2 contains 44847 members Entering Unmasked Estep Score: -17367130.000000 Penalty: 14073.173828 Iteration 6Q: 3 clusters Score -1.736713e+07 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54083 members Mstep: Class 2 contains 43485 members Entering Unmasked Estep Score: -17368340.000000 Penalty: 14073.173828 Iteration 7Q: 3 clusters Score -1.736834e+07 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55927 members Mstep: Class 2 contains 41641 members Entering Unmasked Estep Score: -17370024.000000 Penalty: 14073.173828 Iteration 8Q: 3 clusters Score -1.737002e+07 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58457 members Mstep: Class 2 contains 39111 members Entering Unmasked Estep Score: -17372260.000000 Penalty: 14073.173828 Iteration 9Q: 3 clusters Score -1.737226e+07 nChanged 4753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61674 members Mstep: Class 2 contains 35894 members Entering Unmasked Estep Score: -17375060.000000 Penalty: 14073.173828 Iteration 10Q: 3 clusters Score -1.737506e+07 nChanged 5021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65501 members Mstep: Class 2 contains 32067 members Entering Unmasked Estep Score: -17378524.000000 Penalty: 14073.173828 Iteration 11F: 3 clusters Score -1.737852e+07 nChanged 5127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69814 members Mstep: Class 2 contains 27754 members Entering Unmasked Estep Score: -17381906.000000 Penalty: 14073.173828 Iteration 12F: 3 clusters Score -1.738191e+07 nChanged 4999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74311 members Mstep: Class 2 contains 23257 members Entering Unmasked Estep Score: -17385298.000000 Penalty: 14073.173828 Iteration 13F: 3 clusters Score -1.73853e+07 nChanged 4525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78604 members Mstep: Class 2 contains 18964 members Entering Unmasked Estep Score: -17388240.000000 Penalty: 14073.173828 Iteration 14Q: 3 clusters Score -1.738824e+07 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82502 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -17390886.000000 Penalty: 14073.173828 Iteration 15Q: 3 clusters Score -1.739089e+07 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85844 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -17392968.000000 Penalty: 14073.173828 Iteration 16Q: 3 clusters Score -1.739297e+07 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88568 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -17394562.000000 Penalty: 14073.173828 Iteration 17Q: 3 clusters Score -1.739456e+07 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90702 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -17395956.000000 Penalty: 14073.173828 Iteration 18Q: 3 clusters Score -1.739596e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92193 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -17396724.000000 Penalty: 14073.173828 Iteration 19Q: 3 clusters Score -1.739672e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93188 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -17397250.000000 Penalty: 14073.173828 Iteration 20F: 3 clusters Score -1.739725e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93905 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -17397706.000000 Penalty: 14073.173828 Iteration 21Q: 3 clusters Score -1.739771e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94369 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -17397942.000000 Penalty: 14073.173828 Iteration 22Q: 3 clusters Score -1.739794e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94705 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -17398116.000000 Penalty: 14073.173828 Iteration 23Q: 3 clusters Score -1.739812e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94945 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -17398282.000000 Penalty: 14073.173828 Iteration 24Q: 3 clusters Score -1.739828e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95136 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -17398386.000000 Penalty: 14073.173828 Iteration 25Q: 3 clusters Score -1.739839e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95279 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -17398510.000000 Penalty: 14073.173828 Iteration 26Q: 3 clusters Score -1.739851e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95377 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -17398568.000000 Penalty: 14073.173828 Iteration 27Q: 3 clusters Score -1.739857e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95465 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -17398622.000000 Penalty: 14073.173828 Iteration 28Q: 3 clusters Score -1.739862e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95544 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -17398656.000000 Penalty: 14073.173828 Iteration 29Q: 3 clusters Score -1.739866e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95601 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -17398672.000000 Penalty: 14073.173828 Iteration 30Q: 3 clusters Score -1.739867e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95647 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -17398686.000000 Penalty: 14073.173828 Iteration 31Q: 3 clusters Score -1.739869e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95680 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -17398712.000000 Penalty: 14073.173828 Iteration 32Q: 3 clusters Score -1.739871e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95710 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -17398708.000000 Penalty: 14073.173828 Iteration 33Q: 3 clusters Score -1.739871e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95734 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -17398738.000000 Penalty: 14073.173828 Iteration 34Q: 3 clusters Score -1.739874e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95756 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -17398756.000000 Penalty: 14073.173828 Iteration 35Q: 3 clusters Score -1.739876e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95773 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -17398794.000000 Penalty: 14073.173828 Iteration 36Q: 3 clusters Score -1.739879e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95786 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -17398796.000000 Penalty: 14073.173828 Iteration 37Q: 3 clusters Score -1.73988e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95792 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -17398792.000000 Penalty: 14073.173828 Iteration 38Q: 3 clusters Score -1.739879e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95795 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -17398800.000000 Penalty: 14073.173828 Iteration 39Q: 3 clusters Score -1.73988e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95797 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -17398802.000000 Penalty: 14073.173828 Iteration 40F: 3 clusters Score -1.73988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95800 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -17398800.000000 Penalty: 14073.173828 Iteration 41Q: 3 clusters Score -1.73988e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95804 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -17398806.000000 Penalty: 14073.173828 Iteration 42Q: 3 clusters Score -1.739881e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95807 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -17398804.000000 Penalty: 14073.173828 Iteration 43Q: 3 clusters Score -1.73988e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95811 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -17398810.000000 Penalty: 14073.173828 Iteration 44Q: 3 clusters Score -1.739881e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95813 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -17398804.000000 Penalty: 14073.173828 Iteration 45Q: 3 clusters Score -1.73988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95816 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -17398806.000000 Penalty: 14073.173828 Iteration 46Q: 3 clusters Score -1.739881e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95819 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -17398814.000000 Penalty: 14073.173828 Iteration 47Q: 3 clusters Score -1.739881e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95821 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -17398812.000000 Penalty: 14073.173828 Iteration 48Q: 3 clusters Score -1.739881e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95824 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -17398822.000000 Penalty: 14073.173828 Iteration 49Q: 3 clusters Score -1.739882e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95827 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -17398808.000000 Penalty: 14073.173828 Iteration 50Q: 3 clusters Score -1.739881e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95829 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -17398818.000000 Penalty: 14073.173828 Iteration 51Q: 3 clusters Score -1.739882e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95831 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -17398828.000000 Penalty: 14073.173828 Iteration 52Q: 3 clusters Score -1.739883e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95834 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -17398820.000000 Penalty: 14073.173828 Iteration 53Q: 3 clusters Score -1.739882e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95839 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -17398820.000000 Penalty: 14073.173828 Iteration 54Q: 3 clusters Score -1.739882e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95842 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -17398840.000000 Penalty: 14073.173828 Iteration 55Q: 3 clusters Score -1.739884e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95843 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -17398834.000000 Penalty: 14073.173828 Iteration 56Q: 3 clusters Score -1.739883e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95843 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -17398834.000000 Penalty: 14073.173828 Iteration 57F: 3 clusters Score -1.739883e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Entering Unmasked Estep Score: -1904735.500000 Penalty: 5698.149902 Iteration 0F: 2 clusters Score -1904736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -1893921.375000 Penalty: 11396.299805 Iteration 0F: 3 clusters Score -1893921 nChanged 4048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1896206.500000 Penalty: 11396.299805 Iteration 1F: 3 clusters Score -1896206 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1896741.750000 Penalty: 11396.299805 Iteration 2F: 3 clusters Score -1896742 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1897081.000000 Penalty: 11396.299805 Iteration 3F: 3 clusters Score -1897081 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1897326.500000 Penalty: 11396.299805 Iteration 4Q: 3 clusters Score -1897326 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1897508.125000 Penalty: 11396.299805 Iteration 5Q: 3 clusters Score -1897508 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -1897688.500000 Penalty: 11396.299805 Iteration 6Q: 3 clusters Score -1897688 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -1897854.750000 Penalty: 11396.299805 Iteration 7Q: 3 clusters Score -1897855 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1898048.125000 Penalty: 11396.299805 Iteration 8Q: 3 clusters Score -1898048 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -1898305.500000 Penalty: 11396.299805 Iteration 9Q: 3 clusters Score -1898306 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1898740.125000 Penalty: 11396.299805 Iteration 10Q: 3 clusters Score -1898740 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1899388.375000 Penalty: 11396.299805 Iteration 11F: 3 clusters Score -1899388 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1900342.500000 Penalty: 11396.299805 Iteration 12F: 3 clusters Score -1900342 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1901786.875000 Penalty: 11396.299805 Iteration 13F: 3 clusters Score -1901787 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1903486.250000 Penalty: 11396.299805 Iteration 14F: 3 clusters Score -1903486 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1905116.500000 Penalty: 11396.299805 Iteration 15F: 3 clusters Score -1905116 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1906320.875000 Penalty: 11396.299805 Iteration 16Q: 3 clusters Score -1906321 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1906574.750000 Penalty: 11396.299805 Iteration 17Q: 3 clusters Score -1906575 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1906635.375000 Penalty: 11396.299805 Iteration 18Q: 3 clusters Score -1906635 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1906664.250000 Penalty: 11396.299805 Iteration 19Q: 3 clusters Score -1906664 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1906693.250000 Penalty: 11396.299805 Iteration 20F: 3 clusters Score -1906693 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1906712.625000 Penalty: 11396.299805 Iteration 21Q: 3 clusters Score -1906713 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1906729.500000 Penalty: 11396.299805 Iteration 22Q: 3 clusters Score -1906730 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1906755.000000 Penalty: 11396.299805 Iteration 23Q: 3 clusters Score -1906755 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1906771.750000 Penalty: 11396.299805 Iteration 24Q: 3 clusters Score -1906772 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1906790.875000 Penalty: 11396.299805 Iteration 25Q: 3 clusters Score -1906791 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1906808.750000 Penalty: 11396.299805 Iteration 26Q: 3 clusters Score -1906809 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1906812.250000 Penalty: 11396.299805 Iteration 27Q: 3 clusters Score -1906812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1906828.875000 Penalty: 11396.299805 Iteration 28Q: 3 clusters Score -1906829 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1906842.500000 Penalty: 11396.299805 Iteration 29Q: 3 clusters Score -1906842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1906842.875000 Penalty: 11396.299805 Iteration 30Q: 3 clusters Score -1906843 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1906849.375000 Penalty: 11396.299805 Iteration 31Q: 3 clusters Score -1906849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1906853.125000 Penalty: 11396.299805 Iteration 32Q: 3 clusters Score -1906853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1906856.375000 Penalty: 11396.299805 Iteration 33Q: 3 clusters Score -1906856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1906857.875000 Penalty: 11396.299805 Iteration 34Q: 3 clusters Score -1906858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1906855.750000 Penalty: 11396.299805 Iteration 35Q: 3 clusters Score -1906856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1906857.250000 Penalty: 11396.299805 Iteration 36Q: 3 clusters Score -1906857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1906856.875000 Penalty: 11396.299805 Iteration 37Q: 3 clusters Score -1906857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1906856.875000 Penalty: 11396.299805 Iteration 38F: 3 clusters Score -1906857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 1874 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 6138 members Mstep: Class 8 contains 17977 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 146217 members Mstep: Class 14 contains 630 members Mstep: Class 15 contains 4834 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Entering Unmasked Estep Score: -70959200.000000 Penalty: 150353.421875 Splitting cluster 7 changes total score from -70951248.000000 to -70959200.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 9 (19455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19455 members Entering Unmasked Estep Score: -3386409.000000 Penalty: 6048.963867 Iteration 0F: 2 clusters Score -3386409 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -3370168.250000 Penalty: 12097.927734 Iteration 0F: 3 clusters Score -3370168 nChanged 7874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -3374566.250000 Penalty: 12097.927734 Iteration 1F: 3 clusters Score -3374566 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -3375327.000000 Penalty: 12097.927734 Iteration 2F: 3 clusters Score -3375327 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -3375857.750000 Penalty: 12097.927734 Iteration 3F: 3 clusters Score -3375858 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -3376270.000000 Penalty: 12097.927734 Iteration 4Q: 3 clusters Score -3376270 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -3376728.250000 Penalty: 12097.927734 Iteration 5Q: 3 clusters Score -3376728 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -3377199.500000 Penalty: 12097.927734 Iteration 6Q: 3 clusters Score -3377200 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -3377704.000000 Penalty: 12097.927734 Iteration 7Q: 3 clusters Score -3377704 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -3378201.500000 Penalty: 12097.927734 Iteration 8Q: 3 clusters Score -3378202 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -3378738.750000 Penalty: 12097.927734 Iteration 9Q: 3 clusters Score -3378739 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -3379322.500000 Penalty: 12097.927734 Iteration 10Q: 3 clusters Score -3379322 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -3379959.750000 Penalty: 12097.927734 Iteration 11Q: 3 clusters Score -3379960 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -3380563.250000 Penalty: 12097.927734 Iteration 12Q: 3 clusters Score -3380563 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -3381015.750000 Penalty: 12097.927734 Iteration 13Q: 3 clusters Score -3381016 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -3381315.750000 Penalty: 12097.927734 Iteration 14Q: 3 clusters Score -3381316 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -3381558.750000 Penalty: 12097.927734 Iteration 15Q: 3 clusters Score -3381559 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -3381783.500000 Penalty: 12097.927734 Iteration 16Q: 3 clusters Score -3381784 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -3381936.750000 Penalty: 12097.927734 Iteration 17Q: 3 clusters Score -3381937 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -3382067.250000 Penalty: 12097.927734 Iteration 18Q: 3 clusters Score -3382067 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -3382200.500000 Penalty: 12097.927734 Iteration 19Q: 3 clusters Score -3382200 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -3382298.250000 Penalty: 12097.927734 Iteration 20F: 3 clusters Score -3382298 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -3382406.250000 Penalty: 12097.927734 Iteration 21Q: 3 clusters Score -3382406 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -3382492.750000 Penalty: 12097.927734 Iteration 22Q: 3 clusters Score -3382493 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -3382578.500000 Penalty: 12097.927734 Iteration 23Q: 3 clusters Score -3382578 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -3382663.750000 Penalty: 12097.927734 Iteration 24Q: 3 clusters Score -3382664 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -3382727.000000 Penalty: 12097.927734 Iteration 25Q: 3 clusters Score -3382727 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -3382780.000000 Penalty: 12097.927734 Iteration 26Q: 3 clusters Score -3382780 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -3382829.500000 Penalty: 12097.927734 Iteration 27Q: 3 clusters Score -3382830 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -3382877.250000 Penalty: 12097.927734 Iteration 28Q: 3 clusters Score -3382877 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 13942 members Entering Unmasked Estep Score: -3382899.000000 Penalty: 12097.927734 Iteration 29Q: 3 clusters Score -3382899 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -3382922.750000 Penalty: 12097.927734 Iteration 30Q: 3 clusters Score -3382923 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 14100 members Entering Unmasked Estep Score: -3382968.250000 Penalty: 12097.927734 Iteration 31Q: 3 clusters Score -3382968 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -3383005.250000 Penalty: 12097.927734 Iteration 32Q: 3 clusters Score -3383005 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -3383038.750000 Penalty: 12097.927734 Iteration 33Q: 3 clusters Score -3383039 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -3383054.000000 Penalty: 12097.927734 Iteration 34Q: 3 clusters Score -3383054 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -3383070.000000 Penalty: 12097.927734 Iteration 35Q: 3 clusters Score -3383070 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -3383077.500000 Penalty: 12097.927734 Iteration 36Q: 3 clusters Score -3383078 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 14438 members Entering Unmasked Estep Score: -3383089.000000 Penalty: 12097.927734 Iteration 37Q: 3 clusters Score -3383089 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 14485 members Entering Unmasked Estep Score: -3383093.000000 Penalty: 12097.927734 Iteration 38Q: 3 clusters Score -3383093 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -3383101.250000 Penalty: 12097.927734 Iteration 39Q: 3 clusters Score -3383101 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -3383114.250000 Penalty: 12097.927734 Iteration 40F: 3 clusters Score -3383114 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 14572 members Entering Unmasked Estep Score: -3383123.000000 Penalty: 12097.927734 Iteration 41Q: 3 clusters Score -3383123 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -3383137.250000 Penalty: 12097.927734 Iteration 42Q: 3 clusters Score -3383137 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 14636 members Entering Unmasked Estep Score: -3383146.000000 Penalty: 12097.927734 Iteration 43Q: 3 clusters Score -3383146 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 14663 members Entering Unmasked Estep Score: -3383148.750000 Penalty: 12097.927734 Iteration 44Q: 3 clusters Score -3383149 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -3383161.000000 Penalty: 12097.927734 Iteration 45Q: 3 clusters Score -3383161 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 14724 members Entering Unmasked Estep Score: -3383166.750000 Penalty: 12097.927734 Iteration 46Q: 3 clusters Score -3383167 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -3383173.000000 Penalty: 12097.927734 Iteration 47Q: 3 clusters Score -3383173 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 14769 members Entering Unmasked Estep Score: -3383177.750000 Penalty: 12097.927734 Iteration 48Q: 3 clusters Score -3383178 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 14793 members Entering Unmasked Estep Score: -3383186.000000 Penalty: 12097.927734 Iteration 49Q: 3 clusters Score -3383186 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -3383202.250000 Penalty: 12097.927734 Iteration 50Q: 3 clusters Score -3383202 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -3383208.750000 Penalty: 12097.927734 Iteration 51Q: 3 clusters Score -3383209 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -3383210.250000 Penalty: 12097.927734 Iteration 52Q: 3 clusters Score -3383210 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -3383212.750000 Penalty: 12097.927734 Iteration 53Q: 3 clusters Score -3383213 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 14871 members Entering Unmasked Estep Score: -3383222.250000 Penalty: 12097.927734 Iteration 54Q: 3 clusters Score -3383222 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 14887 members Entering Unmasked Estep Score: -3383220.000000 Penalty: 12097.927734 Iteration 55Q: 3 clusters Score -3383220 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -3383221.500000 Penalty: 12097.927734 Iteration 56Q: 3 clusters Score -3383222 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 14911 members Entering Unmasked Estep Score: -3383229.250000 Penalty: 12097.927734 Iteration 57Q: 3 clusters Score -3383229 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 14920 members Entering Unmasked Estep Score: -3383233.500000 Penalty: 12097.927734 Iteration 58Q: 3 clusters Score -3383234 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -3383236.250000 Penalty: 12097.927734 Iteration 59Q: 3 clusters Score -3383236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -3383236.500000 Penalty: 12097.927734 Iteration 60F: 3 clusters Score -3383236 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 14961 members Entering Unmasked Estep Score: -3383246.500000 Penalty: 12097.927734 Iteration 61Q: 3 clusters Score -3383246 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 14971 members Entering Unmasked Estep Score: -3383239.000000 Penalty: 12097.927734 Iteration 62Q: 3 clusters Score -3383239 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -3383242.000000 Penalty: 12097.927734 Iteration 63Q: 3 clusters Score -3383242 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -3383246.000000 Penalty: 12097.927734 Iteration 64Q: 3 clusters Score -3383246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -3383251.750000 Penalty: 12097.927734 Iteration 65Q: 3 clusters Score -3383252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -3383241.500000 Penalty: 12097.927734 Iteration 66Q: 3 clusters Score -3383242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -3383253.000000 Penalty: 12097.927734 Iteration 67Q: 3 clusters Score -3383253 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -3383246.000000 Penalty: 12097.927734 Iteration 68Q: 3 clusters Score -3383246 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -3383243.250000 Penalty: 12097.927734 Iteration 69Q: 3 clusters Score -3383243 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 15022 members Entering Unmasked Estep Score: -3383249.250000 Penalty: 12097.927734 Iteration 70Q: 3 clusters Score -3383249 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -3383252.250000 Penalty: 12097.927734 Iteration 71Q: 3 clusters Score -3383252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -3383254.000000 Penalty: 12097.927734 Iteration 72Q: 3 clusters Score -3383254 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -3383264.500000 Penalty: 12097.927734 Iteration 73Q: 3 clusters Score -3383264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -3383271.250000 Penalty: 12097.927734 Iteration 74Q: 3 clusters Score -3383271 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 15072 members Entering Unmasked Estep Score: -3383271.750000 Penalty: 12097.927734 Iteration 75Q: 3 clusters Score -3383272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -3383275.500000 Penalty: 12097.927734 Iteration 76Q: 3 clusters Score -3383276 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -3383281.750000 Penalty: 12097.927734 Iteration 77Q: 3 clusters Score -3383282 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -3383285.750000 Penalty: 12097.927734 Iteration 78Q: 3 clusters Score -3383286 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 15141 members Entering Unmasked Estep Score: -3383294.000000 Penalty: 12097.927734 Iteration 79Q: 3 clusters Score -3383294 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -3383307.000000 Penalty: 12097.927734 Iteration 80F: 3 clusters Score -3383307 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 15181 members Entering Unmasked Estep Score: -3383311.250000 Penalty: 12097.927734 Iteration 81Q: 3 clusters Score -3383311 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 15197 members Entering Unmasked Estep Score: -3383312.500000 Penalty: 12097.927734 Iteration 82Q: 3 clusters Score -3383312 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 15212 members Entering Unmasked Estep Score: -3383309.000000 Penalty: 12097.927734 Iteration 83Q: 3 clusters Score -3383309 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 15226 members Entering Unmasked Estep Score: -3383308.500000 Penalty: 12097.927734 Iteration 84Q: 3 clusters Score -3383308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -3383313.250000 Penalty: 12097.927734 Iteration 85Q: 3 clusters Score -3383313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -3383320.500000 Penalty: 12097.927734 Iteration 86Q: 3 clusters Score -3383320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 15253 members Entering Unmasked Estep Score: -3383315.000000 Penalty: 12097.927734 Iteration 87Q: 3 clusters Score -3383315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -3383318.250000 Penalty: 12097.927734 Iteration 88Q: 3 clusters Score -3383318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -3383324.250000 Penalty: 12097.927734 Iteration 89Q: 3 clusters Score -3383324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 15273 members Entering Unmasked Estep Score: -3383327.750000 Penalty: 12097.927734 Iteration 90Q: 3 clusters Score -3383328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -3383329.750000 Penalty: 12097.927734 Iteration 91Q: 3 clusters Score -3383330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -3383333.500000 Penalty: 12097.927734 Iteration 92Q: 3 clusters Score -3383334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 15289 members Entering Unmasked Estep Score: -3383335.250000 Penalty: 12097.927734 Iteration 93Q: 3 clusters Score -3383335 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -3383339.750000 Penalty: 12097.927734 Iteration 94Q: 3 clusters Score -3383340 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -3383336.250000 Penalty: 12097.927734 Iteration 95Q: 3 clusters Score -3383336 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 15307 members Entering Unmasked Estep Score: -3383343.250000 Penalty: 12097.927734 Iteration 96Q: 3 clusters Score -3383343 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -3383344.250000 Penalty: 12097.927734 Iteration 97Q: 3 clusters Score -3383344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 15326 members Entering Unmasked Estep Score: -3383341.500000 Penalty: 12097.927734 Iteration 98Q: 3 clusters Score -3383342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -3383344.750000 Penalty: 12097.927734 Iteration 99Q: 3 clusters Score -3383345 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -3383350.750000 Penalty: 12097.927734 Iteration 100F: 3 clusters Score -3383351 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -3383350.500000 Penalty: 12097.927734 Iteration 101Q: 3 clusters Score -3383350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 15355 members Entering Unmasked Estep Score: -3383342.000000 Penalty: 12097.927734 Iteration 102Q: 3 clusters Score -3383342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -3383343.750000 Penalty: 12097.927734 Iteration 103Q: 3 clusters Score -3383344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -3383351.500000 Penalty: 12097.927734 Iteration 104Q: 3 clusters Score -3383352 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 15385 members Entering Unmasked Estep Score: -3383346.000000 Penalty: 12097.927734 Iteration 105Q: 3 clusters Score -3383346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 15402 members Entering Unmasked Estep Score: -3383350.250000 Penalty: 12097.927734 Iteration 106Q: 3 clusters Score -3383350 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -3383356.000000 Penalty: 12097.927734 Iteration 107Q: 3 clusters Score -3383356 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 15429 members Entering Unmasked Estep Score: -3383354.250000 Penalty: 12097.927734 Iteration 108Q: 3 clusters Score -3383354 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -3383356.000000 Penalty: 12097.927734 Iteration 109Q: 3 clusters Score -3383356 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 15450 members Entering Unmasked Estep Score: -3383366.000000 Penalty: 12097.927734 Iteration 110Q: 3 clusters Score -3383366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 15461 members Entering Unmasked Estep Score: -3383369.000000 Penalty: 12097.927734 Iteration 111Q: 3 clusters Score -3383369 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 15471 members Entering Unmasked Estep Score: -3383369.250000 Penalty: 12097.927734 Iteration 112Q: 3 clusters Score -3383369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -3383374.500000 Penalty: 12097.927734 Iteration 113Q: 3 clusters Score -3383374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 15491 members Entering Unmasked Estep Score: -3383372.000000 Penalty: 12097.927734 Iteration 114Q: 3 clusters Score -3383372 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 15497 members Entering Unmasked Estep Score: -3383375.250000 Penalty: 12097.927734 Iteration 115Q: 3 clusters Score -3383375 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -3383376.000000 Penalty: 12097.927734 Iteration 116Q: 3 clusters Score -3383376 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -3383381.750000 Penalty: 12097.927734 Iteration 117Q: 3 clusters Score -3383382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 15520 members Entering Unmasked Estep Score: -3383388.750000 Penalty: 12097.927734 Iteration 118Q: 3 clusters Score -3383389 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -3383390.250000 Penalty: 12097.927734 Iteration 119Q: 3 clusters Score -3383390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 15537 members Entering Unmasked Estep Score: -3383389.000000 Penalty: 12097.927734 Iteration 120F: 3 clusters Score -3383389 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 15547 members Entering Unmasked Estep Score: -3383392.750000 Penalty: 12097.927734 Iteration 121Q: 3 clusters Score -3383393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 15551 members Entering Unmasked Estep Score: -3383390.000000 Penalty: 12097.927734 Iteration 122Q: 3 clusters Score -3383390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -3383394.000000 Penalty: 12097.927734 Iteration 123Q: 3 clusters Score -3383394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -3383395.500000 Penalty: 12097.927734 Iteration 124Q: 3 clusters Score -3383396 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -3383395.000000 Penalty: 12097.927734 Iteration 125Q: 3 clusters Score -3383395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 15568 members Entering Unmasked Estep Score: -3383397.750000 Penalty: 12097.927734 Iteration 126Q: 3 clusters Score -3383398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -3383399.000000 Penalty: 12097.927734 Iteration 127Q: 3 clusters Score -3383399 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -3383399.000000 Penalty: 12097.927734 Iteration 128F: 3 clusters Score -3383399 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Entering Unmasked Estep Score: -180979.828125 Penalty: 4360.281250 Iteration 0F: 2 clusters Score -180979.8 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 630 members Entering Unmasked Estep Score: -176891.531250 Penalty: 8720.562500 Iteration 0F: 3 clusters Score -176891.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -178303.906250 Penalty: 8720.562500 Iteration 1F: 3 clusters Score -178303.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -178937.796875 Penalty: 8720.562500 Iteration 2F: 3 clusters Score -178937.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -179407.906250 Penalty: 8720.562500 Iteration 3F: 3 clusters Score -179407.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -179794.359375 Penalty: 8720.562500 Iteration 4Q: 3 clusters Score -179794.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -180035.906250 Penalty: 8720.562500 Iteration 5Q: 3 clusters Score -180035.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -180167.281250 Penalty: 8720.562500 Iteration 6Q: 3 clusters Score -180167.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -180247.296875 Penalty: 8720.562500 Iteration 7Q: 3 clusters Score -180247.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -180288.703125 Penalty: 8720.562500 Iteration 8Q: 3 clusters Score -180288.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -180312.968750 Penalty: 8720.562500 Iteration 9Q: 3 clusters Score -180313 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -180338.375000 Penalty: 8720.562500 Iteration 10Q: 3 clusters Score -180338.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -180359.312500 Penalty: 8720.562500 Iteration 11Q: 3 clusters Score -180359.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -180372.265625 Penalty: 8720.562500 Iteration 12Q: 3 clusters Score -180372.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -180375.625000 Penalty: 8720.562500 Iteration 13Q: 3 clusters Score -180375.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -180378.359375 Penalty: 8720.562500 Iteration 14Q: 3 clusters Score -180378.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -180383.953125 Penalty: 8720.562500 Iteration 15Q: 3 clusters Score -180384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -180389.265625 Penalty: 8720.562500 Iteration 16Q: 3 clusters Score -180389.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -180389.265625 Penalty: 8720.562500 Iteration 17F: 3 clusters Score -180389.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10406 members Entering Unmasked Estep Score: -1738013.625000 Penalty: 5665.709473 Iteration 0F: 2 clusters Score -1738014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1727573.125000 Penalty: 11331.418945 Iteration 0F: 3 clusters Score -1727573 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1729948.750000 Penalty: 11331.418945 Iteration 1F: 3 clusters Score -1729949 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1730657.500000 Penalty: 11331.418945 Iteration 2F: 3 clusters Score -1730658 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1731282.125000 Penalty: 11331.418945 Iteration 3F: 3 clusters Score -1731282 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1732028.000000 Penalty: 11331.418945 Iteration 4F: 3 clusters Score -1732028 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1732788.375000 Penalty: 11331.418945 Iteration 5F: 3 clusters Score -1732788 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1733445.000000 Penalty: 11331.418945 Iteration 6F: 3 clusters Score -1733445 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1733948.500000 Penalty: 11331.418945 Iteration 7Q: 3 clusters Score -1733948 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1734320.125000 Penalty: 11331.418945 Iteration 8Q: 3 clusters Score -1734320 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1734603.750000 Penalty: 11331.418945 Iteration 9Q: 3 clusters Score -1734604 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1734790.000000 Penalty: 11331.418945 Iteration 10Q: 3 clusters Score -1734790 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1734905.125000 Penalty: 11331.418945 Iteration 11Q: 3 clusters Score -1734905 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1734989.625000 Penalty: 11331.418945 Iteration 12Q: 3 clusters Score -1734990 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1735049.375000 Penalty: 11331.418945 Iteration 13Q: 3 clusters Score -1735049 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1735099.250000 Penalty: 11331.418945 Iteration 14Q: 3 clusters Score -1735099 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1735133.875000 Penalty: 11331.418945 Iteration 15Q: 3 clusters Score -1735134 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1735156.750000 Penalty: 11331.418945 Iteration 16Q: 3 clusters Score -1735157 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1735176.375000 Penalty: 11331.418945 Iteration 17Q: 3 clusters Score -1735176 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1735191.125000 Penalty: 11331.418945 Iteration 18Q: 3 clusters Score -1735191 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1735197.250000 Penalty: 11331.418945 Iteration 19Q: 3 clusters Score -1735197 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1735205.625000 Penalty: 11331.418945 Iteration 20F: 3 clusters Score -1735206 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1735207.375000 Penalty: 11331.418945 Iteration 21Q: 3 clusters Score -1735207 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1735207.875000 Penalty: 11331.418945 Iteration 22Q: 3 clusters Score -1735208 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1735217.500000 Penalty: 11331.418945 Iteration 23Q: 3 clusters Score -1735218 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1735225.750000 Penalty: 11331.418945 Iteration 24Q: 3 clusters Score -1735226 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1735226.500000 Penalty: 11331.418945 Iteration 25Q: 3 clusters Score -1735226 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1735224.875000 Penalty: 11331.418945 Iteration 26Q: 3 clusters Score -1735225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1735229.875000 Penalty: 11331.418945 Iteration 27Q: 3 clusters Score -1735230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1735229.875000 Penalty: 11331.418945 Iteration 28Q: 3 clusters Score -1735230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1735236.250000 Penalty: 11331.418945 Iteration 29Q: 3 clusters Score -1735236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1735237.875000 Penalty: 11331.418945 Iteration 30Q: 3 clusters Score -1735238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1735241.250000 Penalty: 11331.418945 Iteration 31Q: 3 clusters Score -1735241 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1735245.625000 Penalty: 11331.418945 Iteration 32Q: 3 clusters Score -1735246 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1735249.750000 Penalty: 11331.418945 Iteration 33Q: 3 clusters Score -1735250 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -1735248.125000 Penalty: 11331.418945 Iteration 34Q: 3 clusters Score -1735248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1735253.750000 Penalty: 11331.418945 Iteration 35Q: 3 clusters Score -1735254 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1735257.125000 Penalty: 11331.418945 Iteration 36Q: 3 clusters Score -1735257 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1735259.000000 Penalty: 11331.418945 Iteration 37Q: 3 clusters Score -1735259 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -1735262.250000 Penalty: 11331.418945 Iteration 38Q: 3 clusters Score -1735262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1735262.500000 Penalty: 11331.418945 Iteration 39Q: 3 clusters Score -1735262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -1735266.125000 Penalty: 11331.418945 Iteration 40F: 3 clusters Score -1735266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -1735266.125000 Penalty: 11331.418945 Iteration 41Q: 3 clusters Score -1735266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1735269.500000 Penalty: 11331.418945 Iteration 42Q: 3 clusters Score -1735270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1735269.000000 Penalty: 11331.418945 Iteration 43Q: 3 clusters Score -1735269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1735269.625000 Penalty: 11331.418945 Iteration 44Q: 3 clusters Score -1735270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1735269.625000 Penalty: 11331.418945 Iteration 45Q: 3 clusters Score -1735270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1735276.000000 Penalty: 11331.418945 Iteration 46Q: 3 clusters Score -1735276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1735275.625000 Penalty: 11331.418945 Iteration 47Q: 3 clusters Score -1735276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -1735276.750000 Penalty: 11331.418945 Iteration 48Q: 3 clusters Score -1735277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1735281.625000 Penalty: 11331.418945 Iteration 49Q: 3 clusters Score -1735282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1735283.250000 Penalty: 11331.418945 Iteration 50Q: 3 clusters Score -1735283 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1735283.375000 Penalty: 11331.418945 Iteration 51Q: 3 clusters Score -1735283 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -1735285.125000 Penalty: 11331.418945 Iteration 52Q: 3 clusters Score -1735285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1735280.875000 Penalty: 11331.418945 Iteration 53Q: 3 clusters Score -1735281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1735282.500000 Penalty: 11331.418945 Iteration 54Q: 3 clusters Score -1735282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1735283.750000 Penalty: 11331.418945 Iteration 55Q: 3 clusters Score -1735284 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1735285.750000 Penalty: 11331.418945 Iteration 56Q: 3 clusters Score -1735286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1735288.000000 Penalty: 11331.418945 Iteration 57Q: 3 clusters Score -1735288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -1735286.500000 Penalty: 11331.418945 Iteration 58Q: 3 clusters Score -1735286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -1735291.625000 Penalty: 11331.418945 Iteration 59Q: 3 clusters Score -1735292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1735294.500000 Penalty: 11331.418945 Iteration 60F: 3 clusters Score -1735294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -1735293.500000 Penalty: 11331.418945 Iteration 61Q: 3 clusters Score -1735294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1735293.375000 Penalty: 11331.418945 Iteration 62Q: 3 clusters Score -1735293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1735293.375000 Penalty: 11331.418945 Iteration 63F: 3 clusters Score -1735293 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Entering Unmasked Estep Score: -84315.867188 Penalty: 3896.297607 Iteration 0F: 2 clusters Score -84315.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -80902.039062 Penalty: 7792.595215 Iteration 0F: 3 clusters Score -80902.04 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -81298.218750 Penalty: 7792.595215 Iteration 1F: 3 clusters Score -81298.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -81530.429688 Penalty: 7792.595215 Iteration 2F: 3 clusters Score -81530.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -81784.117188 Penalty: 7792.595215 Iteration 3Q: 3 clusters Score -81784.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -82083.015625 Penalty: 7792.595215 Iteration 4F: 3 clusters Score -82083.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -82348.093750 Penalty: 7792.595215 Iteration 5Q: 3 clusters Score -82348.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82601.593750 Penalty: 7792.595215 Iteration 6Q: 3 clusters Score -82601.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -82814.484375 Penalty: 7792.595215 Iteration 7Q: 3 clusters Score -82814.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -82970.437500 Penalty: 7792.595215 Iteration 8Q: 3 clusters Score -82970.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -83122.921875 Penalty: 7792.595215 Iteration 9Q: 3 clusters Score -83122.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -83192.859375 Penalty: 7792.595215 Iteration 10Q: 3 clusters Score -83192.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -83249.250000 Penalty: 7792.595215 Iteration 11Q: 3 clusters Score -83249.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -83300.023438 Penalty: 7792.595215 Iteration 12Q: 3 clusters Score -83300.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -83335.968750 Penalty: 7792.595215 Iteration 13Q: 3 clusters Score -83335.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -83353.546875 Penalty: 7792.595215 Iteration 14Q: 3 clusters Score -83353.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -83365.664062 Penalty: 7792.595215 Iteration 15F: 3 clusters Score -83365.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -83477.382812 Penalty: 7792.595215 Iteration 16Q: 3 clusters Score -83477.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -83573.687500 Penalty: 7792.595215 Iteration 17Q: 3 clusters Score -83573.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -83718.640625 Penalty: 7792.595215 Iteration 18Q: 3 clusters Score -83718.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -83812.921875 Penalty: 7792.595215 Iteration 19Q: 3 clusters Score -83812.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -84041.867188 Penalty: 7792.595215 Iteration 20F: 3 clusters Score -84041.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -84219.632812 Penalty: 7792.595215 Iteration 21Q: 3 clusters Score -84219.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -84650.203125 Penalty: 7792.595215 Iteration 22Q: 3 clusters Score -84650.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -84746.648438 Penalty: 7792.595215 Iteration 23Q: 3 clusters Score -84746.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -84761.687500 Penalty: 7792.595215 Iteration 24Q: 3 clusters Score -84761.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -84767.203125 Penalty: 7792.595215 Iteration 25Q: 3 clusters Score -84767.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -84774.828125 Penalty: 7792.595215 Iteration 26Q: 3 clusters Score -84774.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -84774.828125 Penalty: 7792.595215 Iteration 27F: 3 clusters Score -84774.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 1874 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 6138 members Mstep: Class 8 contains 17977 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 295 members Mstep: Class 13 contains 146217 members Mstep: Class 14 contains 630 members Mstep: Class 15 contains 4834 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Mstep: Class 20 contains 284 members Entering Unmasked Estep Score: -70955624.000000 Penalty: 158266.750000 Splitting cluster 12 changes total score from -70951248.000000 to -70955624.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 13 (146217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146217 members Entering Unmasked Estep Score: -25818422.000000 Penalty: 7284.368652 Iteration 0F: 2 clusters Score -2.581842e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72909 members Mstep: Class 2 contains 73308 members Entering Unmasked Estep Score: -25719654.000000 Penalty: 14568.737305 Iteration 0F: 3 clusters Score -2.571965e+07 nChanged 67774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71273 members Mstep: Class 2 contains 74944 members Entering Unmasked Estep Score: -25757566.000000 Penalty: 14568.737305 Iteration 1F: 3 clusters Score -2.575757e+07 nChanged 5547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70242 members Mstep: Class 2 contains 75975 members Entering Unmasked Estep Score: -25759232.000000 Penalty: 14568.737305 Iteration 2Q: 3 clusters Score -2.575923e+07 nChanged 5548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68670 members Mstep: Class 2 contains 77547 members Entering Unmasked Estep Score: -25760884.000000 Penalty: 14568.737305 Iteration 3Q: 3 clusters Score -2.576088e+07 nChanged 5686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66408 members Mstep: Class 2 contains 79809 members Entering Unmasked Estep Score: -25762848.000000 Penalty: 14568.737305 Iteration 4Q: 3 clusters Score -2.576285e+07 nChanged 6233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62999 members Mstep: Class 2 contains 83218 members Entering Unmasked Estep Score: -25765254.000000 Penalty: 14568.737305 Iteration 5Q: 3 clusters Score -2.576525e+07 nChanged 7030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58061 members Mstep: Class 2 contains 88156 members Entering Unmasked Estep Score: -25768462.000000 Penalty: 14568.737305 Iteration 6Q: 3 clusters Score -2.576846e+07 nChanged 8060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51271 members Mstep: Class 2 contains 94946 members Entering Unmasked Estep Score: -25773406.000000 Penalty: 14568.737305 Iteration 7F: 3 clusters Score -2.577341e+07 nChanged 9415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42642 members Mstep: Class 2 contains 103575 members Entering Unmasked Estep Score: -25780358.000000 Penalty: 14568.737305 Iteration 8F: 3 clusters Score -2.578036e+07 nChanged 10192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32898 members Mstep: Class 2 contains 113319 members Entering Unmasked Estep Score: -25788580.000000 Penalty: 14568.737305 Iteration 9F: 3 clusters Score -2.578858e+07 nChanged 9569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 122660 members Entering Unmasked Estep Score: -25797068.000000 Penalty: 14568.737305 Iteration 10F: 3 clusters Score -2.579707e+07 nChanged 7420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 129926 members Entering Unmasked Estep Score: -25803764.000000 Penalty: 14568.737305 Iteration 11F: 3 clusters Score -2.580376e+07 nChanged 4936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 134754 members Entering Unmasked Estep Score: -25807634.000000 Penalty: 14568.737305 Iteration 12Q: 3 clusters Score -2.580763e+07 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 137741 members Entering Unmasked Estep Score: -25809862.000000 Penalty: 14568.737305 Iteration 13Q: 3 clusters Score -2.580986e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 139602 members Entering Unmasked Estep Score: -25810938.000000 Penalty: 14568.737305 Iteration 14Q: 3 clusters Score -2.581094e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 140852 members Entering Unmasked Estep Score: -25811734.000000 Penalty: 14568.737305 Iteration 15Q: 3 clusters Score -2.581173e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 141718 members Entering Unmasked Estep Score: -25812228.000000 Penalty: 14568.737305 Iteration 16Q: 3 clusters Score -2.581223e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 142305 members Entering Unmasked Estep Score: -25812614.000000 Penalty: 14568.737305 Iteration 17Q: 3 clusters Score -2.581261e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 142706 members Entering Unmasked Estep Score: -25812740.000000 Penalty: 14568.737305 Iteration 18Q: 3 clusters Score -2.581274e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 143001 members Entering Unmasked Estep Score: -25812908.000000 Penalty: 14568.737305 Iteration 19Q: 3 clusters Score -2.581291e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 143219 members Entering Unmasked Estep Score: -25813062.000000 Penalty: 14568.737305 Iteration 20F: 3 clusters Score -2.581306e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 143377 members Entering Unmasked Estep Score: -25813144.000000 Penalty: 14568.737305 Iteration 21Q: 3 clusters Score -2.581314e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 143525 members Entering Unmasked Estep Score: -25813274.000000 Penalty: 14568.737305 Iteration 22Q: 3 clusters Score -2.581327e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 143623 members Entering Unmasked Estep Score: -25813304.000000 Penalty: 14568.737305 Iteration 23Q: 3 clusters Score -2.58133e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 143687 members Entering Unmasked Estep Score: -25813334.000000 Penalty: 14568.737305 Iteration 24Q: 3 clusters Score -2.581333e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 143743 members Entering Unmasked Estep Score: -25813340.000000 Penalty: 14568.737305 Iteration 25Q: 3 clusters Score -2.581334e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 143787 members Entering Unmasked Estep Score: -25813396.000000 Penalty: 14568.737305 Iteration 26Q: 3 clusters Score -2.58134e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 143831 members Entering Unmasked Estep Score: -25813432.000000 Penalty: 14568.737305 Iteration 27Q: 3 clusters Score -2.581343e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 143877 members Entering Unmasked Estep Score: -25813434.000000 Penalty: 14568.737305 Iteration 28Q: 3 clusters Score -2.581343e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 143901 members Entering Unmasked Estep Score: -25813418.000000 Penalty: 14568.737305 Iteration 29Q: 3 clusters Score -2.581342e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 143921 members Entering Unmasked Estep Score: -25813390.000000 Penalty: 14568.737305 Iteration 30Q: 3 clusters Score -2.581339e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 143948 members Entering Unmasked Estep Score: -25813436.000000 Penalty: 14568.737305 Iteration 31Q: 3 clusters Score -2.581344e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 143975 members Entering Unmasked Estep Score: -25813430.000000 Penalty: 14568.737305 Iteration 32Q: 3 clusters Score -2.581343e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 143999 members Entering Unmasked Estep Score: -25813486.000000 Penalty: 14568.737305 Iteration 33Q: 3 clusters Score -2.581349e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 144021 members Entering Unmasked Estep Score: -25813504.000000 Penalty: 14568.737305 Iteration 34Q: 3 clusters Score -2.58135e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 144042 members Entering Unmasked Estep Score: -25813518.000000 Penalty: 14568.737305 Iteration 35Q: 3 clusters Score -2.581352e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 144053 members Entering Unmasked Estep Score: -25813526.000000 Penalty: 14568.737305 Iteration 36Q: 3 clusters Score -2.581353e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 144064 members Entering Unmasked Estep Score: -25813482.000000 Penalty: 14568.737305 Iteration 37Q: 3 clusters Score -2.581348e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 144079 members Entering Unmasked Estep Score: -25813510.000000 Penalty: 14568.737305 Iteration 38Q: 3 clusters Score -2.581351e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 144088 members Entering Unmasked Estep Score: -25813530.000000 Penalty: 14568.737305 Iteration 39Q: 3 clusters Score -2.581353e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 144094 members Entering Unmasked Estep Score: -25813540.000000 Penalty: 14568.737305 Iteration 40F: 3 clusters Score -2.581354e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 144097 members Entering Unmasked Estep Score: -25813554.000000 Penalty: 14568.737305 Iteration 41Q: 3 clusters Score -2.581355e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 144103 members Entering Unmasked Estep Score: -25813572.000000 Penalty: 14568.737305 Iteration 42Q: 3 clusters Score -2.581357e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 144107 members Entering Unmasked Estep Score: -25813570.000000 Penalty: 14568.737305 Iteration 43Q: 3 clusters Score -2.581357e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 144108 members Entering Unmasked Estep Score: -25813584.000000 Penalty: 14568.737305 Iteration 44Q: 3 clusters Score -2.581358e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 144111 members Entering Unmasked Estep Score: -25813596.000000 Penalty: 14568.737305 Iteration 45Q: 3 clusters Score -2.58136e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 144117 members Entering Unmasked Estep Score: -25813604.000000 Penalty: 14568.737305 Iteration 46Q: 3 clusters Score -2.58136e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 144125 members Entering Unmasked Estep Score: -25813604.000000 Penalty: 14568.737305 Iteration 47Q: 3 clusters Score -2.58136e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 144125 members Entering Unmasked Estep Score: -25813586.000000 Penalty: 14568.737305 Iteration 48Q: 3 clusters Score -2.581359e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 144127 members Entering Unmasked Estep Score: -25813600.000000 Penalty: 14568.737305 Iteration 49Q: 3 clusters Score -2.58136e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 144129 members Entering Unmasked Estep Score: -25813608.000000 Penalty: 14568.737305 Iteration 50Q: 3 clusters Score -2.581361e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 144132 members Entering Unmasked Estep Score: -25813614.000000 Penalty: 14568.737305 Iteration 51Q: 3 clusters Score -2.581361e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 144136 members Entering Unmasked Estep Score: -25813608.000000 Penalty: 14568.737305 Iteration 52Q: 3 clusters Score -2.581361e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 144137 members Entering Unmasked Estep Score: -25813614.000000 Penalty: 14568.737305 Iteration 53Q: 3 clusters Score -2.581361e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 144137 members Entering Unmasked Estep Score: -25813614.000000 Penalty: 14568.737305 Iteration 54F: 3 clusters Score -2.581361e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15532 members Entering Unmasked Estep Score: -2728723.250000 Penalty: 5911.027832 Iteration 0F: 2 clusters Score -2728723 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -2715058.500000 Penalty: 11822.055664 Iteration 0F: 3 clusters Score -2715058 nChanged 6054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -2718395.250000 Penalty: 11822.055664 Iteration 1F: 3 clusters Score -2718395 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -2718950.250000 Penalty: 11822.055664 Iteration 2F: 3 clusters Score -2718950 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -2719418.750000 Penalty: 11822.055664 Iteration 3Q: 3 clusters Score -2719419 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -2719883.250000 Penalty: 11822.055664 Iteration 4Q: 3 clusters Score -2719883 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -2720397.500000 Penalty: 11822.055664 Iteration 5Q: 3 clusters Score -2720398 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -2721056.250000 Penalty: 11822.055664 Iteration 6Q: 3 clusters Score -2721056 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -2721763.000000 Penalty: 11822.055664 Iteration 7F: 3 clusters Score -2721763 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -2722576.000000 Penalty: 11822.055664 Iteration 8F: 3 clusters Score -2722576 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -2723512.000000 Penalty: 11822.055664 Iteration 9F: 3 clusters Score -2723512 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -2724557.750000 Penalty: 11822.055664 Iteration 10F: 3 clusters Score -2724558 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -2725723.000000 Penalty: 11822.055664 Iteration 11F: 3 clusters Score -2725723 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2726816.750000 Penalty: 11822.055664 Iteration 12Q: 3 clusters Score -2726817 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -2727651.250000 Penalty: 11822.055664 Iteration 13Q: 3 clusters Score -2727651 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2728155.750000 Penalty: 11822.055664 Iteration 14Q: 3 clusters Score -2728156 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -2728501.250000 Penalty: 11822.055664 Iteration 15Q: 3 clusters Score -2728501 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -2728811.750000 Penalty: 11822.055664 Iteration 16Q: 3 clusters Score -2728812 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -2729115.000000 Penalty: 11822.055664 Iteration 17Q: 3 clusters Score -2729115 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -2729455.250000 Penalty: 11822.055664 Iteration 18Q: 3 clusters Score -2729455 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -2729704.000000 Penalty: 11822.055664 Iteration 19Q: 3 clusters Score -2729704 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -2729852.250000 Penalty: 11822.055664 Iteration 20F: 3 clusters Score -2729852 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -2729944.500000 Penalty: 11822.055664 Iteration 21Q: 3 clusters Score -2729944 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -2730005.750000 Penalty: 11822.055664 Iteration 22Q: 3 clusters Score -2730006 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -2730022.000000 Penalty: 11822.055664 Iteration 23Q: 3 clusters Score -2730022 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -2730046.500000 Penalty: 11822.055664 Iteration 24Q: 3 clusters Score -2730046 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -2730045.250000 Penalty: 11822.055664 Iteration 25Q: 3 clusters Score -2730045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -2730050.000000 Penalty: 11822.055664 Iteration 26Q: 3 clusters Score -2730050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -2730048.250000 Penalty: 11822.055664 Iteration 27Q: 3 clusters Score -2730048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -2730049.750000 Penalty: 11822.055664 Iteration 28Q: 3 clusters Score -2730050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2730049.750000 Penalty: 11822.055664 Iteration 29Q: 3 clusters Score -2730050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 8375 members Entering Unmasked Estep Score: -2730051.250000 Penalty: 11822.055664 Iteration 30Q: 3 clusters Score -2730051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -2730050.250000 Penalty: 11822.055664 Iteration 31Q: 3 clusters Score -2730050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -2730053.500000 Penalty: 11822.055664 Iteration 32Q: 3 clusters Score -2730054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -2730053.500000 Penalty: 11822.055664 Iteration 33F: 3 clusters Score -2730054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 1874 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 6138 members Mstep: Class 8 contains 17977 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 295 members Mstep: Class 13 contains 146217 members Mstep: Class 14 contains 630 members Mstep: Class 15 contains 4834 members Mstep: Class 16 contains 7154 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Mstep: Class 20 contains 284 members Mstep: Class 21 contains 8378 members Entering Unmasked Estep Score: -70954816.000000 Penalty: 166180.093750 Splitting cluster 16 changes total score from -70951248.000000 to -70954816.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 17 (1008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Entering Unmasked Estep Score: -161488.046875 Penalty: 4235.880371 Iteration 0F: 2 clusters Score -161488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -157376.890625 Penalty: 8471.760742 Iteration 0F: 3 clusters Score -157376.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -157759.265625 Penalty: 8471.760742 Iteration 1F: 3 clusters Score -157759.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -157948.046875 Penalty: 8471.760742 Iteration 2F: 3 clusters Score -157948 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -158077.718750 Penalty: 8471.760742 Iteration 3Q: 3 clusters Score -158077.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -158235.734375 Penalty: 8471.760742 Iteration 4Q: 3 clusters Score -158235.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -158455.984375 Penalty: 8471.760742 Iteration 5Q: 3 clusters Score -158456 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -158611.328125 Penalty: 8471.760742 Iteration 6Q: 3 clusters Score -158611.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -158720.796875 Penalty: 8471.760742 Iteration 7Q: 3 clusters Score -158720.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -158797.375000 Penalty: 8471.760742 Iteration 8Q: 3 clusters Score -158797.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -158960.984375 Penalty: 8471.760742 Iteration 9Q: 3 clusters Score -158961 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -159306.093750 Penalty: 8471.760742 Iteration 10Q: 3 clusters Score -159306.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -159605.593750 Penalty: 8471.760742 Iteration 11Q: 3 clusters Score -159605.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -159787.187500 Penalty: 8471.760742 Iteration 12Q: 3 clusters Score -159787.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -159896.375000 Penalty: 8471.760742 Iteration 13Q: 3 clusters Score -159896.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -160003.140625 Penalty: 8471.760742 Iteration 14Q: 3 clusters Score -160003.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -160112.531250 Penalty: 8471.760742 Iteration 15Q: 3 clusters Score -160112.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -160189.750000 Penalty: 8471.760742 Iteration 16Q: 3 clusters Score -160189.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -160258.265625 Penalty: 8471.760742 Iteration 17Q: 3 clusters Score -160258.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -160294.093750 Penalty: 8471.760742 Iteration 18Q: 3 clusters Score -160294.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -160298.062500 Penalty: 8471.760742 Iteration 19Q: 3 clusters Score -160298.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -160311.187500 Penalty: 8471.760742 Iteration 20F: 3 clusters Score -160311.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -160322.703125 Penalty: 8471.760742 Iteration 21Q: 3 clusters Score -160322.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -160329.906250 Penalty: 8471.760742 Iteration 22Q: 3 clusters Score -160329.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -160345.765625 Penalty: 8471.760742 Iteration 23Q: 3 clusters Score -160345.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -160356.843750 Penalty: 8471.760742 Iteration 24Q: 3 clusters Score -160356.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -160382.656250 Penalty: 8471.760742 Iteration 25Q: 3 clusters Score -160382.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -160396.546875 Penalty: 8471.760742 Iteration 26Q: 3 clusters Score -160396.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -160425.093750 Penalty: 8471.760742 Iteration 27Q: 3 clusters Score -160425.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -160448.093750 Penalty: 8471.760742 Iteration 28Q: 3 clusters Score -160448.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -160473.265625 Penalty: 8471.760742 Iteration 29Q: 3 clusters Score -160473.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -160481.281250 Penalty: 8471.760742 Iteration 30Q: 3 clusters Score -160481.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -160492.250000 Penalty: 8471.760742 Iteration 31Q: 3 clusters Score -160492.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -160496.968750 Penalty: 8471.760742 Iteration 32Q: 3 clusters Score -160497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -160504.031250 Penalty: 8471.760742 Iteration 33Q: 3 clusters Score -160504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -160520.218750 Penalty: 8471.760742 Iteration 34Q: 3 clusters Score -160520.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -160545.796875 Penalty: 8471.760742 Iteration 35Q: 3 clusters Score -160545.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -160559.359375 Penalty: 8471.760742 Iteration 36Q: 3 clusters Score -160559.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -160581.500000 Penalty: 8471.760742 Iteration 37Q: 3 clusters Score -160581.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -160661.953125 Penalty: 8471.760742 Iteration 38Q: 3 clusters Score -160662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -160706.328125 Penalty: 8471.760742 Iteration 39Q: 3 clusters Score -160706.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -160740.687500 Penalty: 8471.760742 Iteration 40F: 3 clusters Score -160740.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -160756.984375 Penalty: 8471.760742 Iteration 41Q: 3 clusters Score -160757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -160765.265625 Penalty: 8471.760742 Iteration 42Q: 3 clusters Score -160765.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -160783.343750 Penalty: 8471.760742 Iteration 43Q: 3 clusters Score -160783.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -160794.046875 Penalty: 8471.760742 Iteration 44Q: 3 clusters Score -160794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -160822.203125 Penalty: 8471.760742 Iteration 45Q: 3 clusters Score -160822.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -160822.203125 Penalty: 8471.760742 Iteration 46F: 3 clusters Score -160822.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24450 members Entering Unmasked Estep Score: -4223834.000000 Penalty: 6188.936035 Iteration 0F: 2 clusters Score -4223834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -4204560.000000 Penalty: 12377.872070 Iteration 0F: 3 clusters Score -4204560 nChanged 10211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -4210509.000000 Penalty: 12377.872070 Iteration 1F: 3 clusters Score -4210509 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -4211885.500000 Penalty: 12377.872070 Iteration 2F: 3 clusters Score -4211886 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -4213186.500000 Penalty: 12377.872070 Iteration 3F: 3 clusters Score -4213186 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -4214366.000000 Penalty: 12377.872070 Iteration 4F: 3 clusters Score -4214366 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -4215648.500000 Penalty: 12377.872070 Iteration 5F: 3 clusters Score -4215648 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 15542 members Entering Unmasked Estep Score: -4216931.500000 Penalty: 12377.872070 Iteration 6F: 3 clusters Score -4216932 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -4218177.500000 Penalty: 12377.872070 Iteration 7F: 3 clusters Score -4218178 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 17972 members Entering Unmasked Estep Score: -4219389.000000 Penalty: 12377.872070 Iteration 8F: 3 clusters Score -4219389 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 18938 members Entering Unmasked Estep Score: -4220267.000000 Penalty: 12377.872070 Iteration 9Q: 3 clusters Score -4220267 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 19674 members Entering Unmasked Estep Score: -4220854.500000 Penalty: 12377.872070 Iteration 10Q: 3 clusters Score -4220854 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -4221298.000000 Penalty: 12377.872070 Iteration 11Q: 3 clusters Score -4221298 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 20682 members Entering Unmasked Estep Score: -4221599.000000 Penalty: 12377.872070 Iteration 12Q: 3 clusters Score -4221599 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 21006 members Entering Unmasked Estep Score: -4221784.000000 Penalty: 12377.872070 Iteration 13Q: 3 clusters Score -4221784 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 21242 members Entering Unmasked Estep Score: -4221893.500000 Penalty: 12377.872070 Iteration 14Q: 3 clusters Score -4221894 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 21423 members Entering Unmasked Estep Score: -4221993.500000 Penalty: 12377.872070 Iteration 15Q: 3 clusters Score -4221994 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 21562 members Entering Unmasked Estep Score: -4222069.000000 Penalty: 12377.872070 Iteration 16Q: 3 clusters Score -4222069 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 21679 members Entering Unmasked Estep Score: -4222119.000000 Penalty: 12377.872070 Iteration 17Q: 3 clusters Score -4222119 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 21774 members Entering Unmasked Estep Score: -4222157.500000 Penalty: 12377.872070 Iteration 18Q: 3 clusters Score -4222158 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 21835 members Entering Unmasked Estep Score: -4222181.500000 Penalty: 12377.872070 Iteration 19Q: 3 clusters Score -4222182 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 21880 members Entering Unmasked Estep Score: -4222191.500000 Penalty: 12377.872070 Iteration 20F: 3 clusters Score -4222192 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 21917 members Entering Unmasked Estep Score: -4222216.000000 Penalty: 12377.872070 Iteration 21Q: 3 clusters Score -4222216 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 21943 members Entering Unmasked Estep Score: -4222225.000000 Penalty: 12377.872070 Iteration 22Q: 3 clusters Score -4222225 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 21964 members Entering Unmasked Estep Score: -4222232.000000 Penalty: 12377.872070 Iteration 23Q: 3 clusters Score -4222232 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 21989 members Entering Unmasked Estep Score: -4222241.000000 Penalty: 12377.872070 Iteration 24Q: 3 clusters Score -4222241 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 22006 members Entering Unmasked Estep Score: -4222252.500000 Penalty: 12377.872070 Iteration 25Q: 3 clusters Score -4222252 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -4222256.000000 Penalty: 12377.872070 Iteration 26Q: 3 clusters Score -4222256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 22028 members Entering Unmasked Estep Score: -4222260.000000 Penalty: 12377.872070 Iteration 27Q: 3 clusters Score -4222260 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 22039 members Entering Unmasked Estep Score: -4222260.000000 Penalty: 12377.872070 Iteration 28Q: 3 clusters Score -4222260 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 22051 members Entering Unmasked Estep Score: -4222264.000000 Penalty: 12377.872070 Iteration 29Q: 3 clusters Score -4222264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 22056 members Entering Unmasked Estep Score: -4222254.000000 Penalty: 12377.872070 Iteration 30Q: 3 clusters Score -4222254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -4222256.500000 Penalty: 12377.872070 Iteration 31Q: 3 clusters Score -4222256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -4222260.000000 Penalty: 12377.872070 Iteration 32Q: 3 clusters Score -4222260 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 22077 members Entering Unmasked Estep Score: -4222274.500000 Penalty: 12377.872070 Iteration 33Q: 3 clusters Score -4222274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -4222272.500000 Penalty: 12377.872070 Iteration 34Q: 3 clusters Score -4222272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 22086 members Entering Unmasked Estep Score: -4222273.500000 Penalty: 12377.872070 Iteration 35Q: 3 clusters Score -4222274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 22089 members Entering Unmasked Estep Score: -4222270.500000 Penalty: 12377.872070 Iteration 36Q: 3 clusters Score -4222270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 22092 members Entering Unmasked Estep Score: -4222281.000000 Penalty: 12377.872070 Iteration 37Q: 3 clusters Score -4222281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 22095 members Entering Unmasked Estep Score: -4222273.500000 Penalty: 12377.872070 Iteration 38Q: 3 clusters Score -4222274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 22097 members Entering Unmasked Estep Score: -4222267.500000 Penalty: 12377.872070 Iteration 39Q: 3 clusters Score -4222268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 22099 members Entering Unmasked Estep Score: -4222269.500000 Penalty: 12377.872070 Iteration 40F: 3 clusters Score -4222270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 22100 members Entering Unmasked Estep Score: -4222272.000000 Penalty: 12377.872070 Iteration 41Q: 3 clusters Score -4222272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -4222267.000000 Penalty: 12377.872070 Iteration 42Q: 3 clusters Score -4222267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -4222269.500000 Penalty: 12377.872070 Iteration 43Q: 3 clusters Score -4222270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -4222269.500000 Penalty: 12377.872070 Iteration 44F: 3 clusters Score -4222270 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Entering Unmasked Estep Score: -1017161.062500 Penalty: 5329.880371 Iteration 0F: 2 clusters Score -1017161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1009421.000000 Penalty: 10659.760742 Iteration 0F: 3 clusters Score -1009421 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1010715.437500 Penalty: 10659.760742 Iteration 1F: 3 clusters Score -1010715 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1011051.687500 Penalty: 10659.760742 Iteration 2F: 3 clusters Score -1011052 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -1011278.375000 Penalty: 10659.760742 Iteration 3Q: 3 clusters Score -1011278 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1011451.812500 Penalty: 10659.760742 Iteration 4Q: 3 clusters Score -1011452 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1011569.625000 Penalty: 10659.760742 Iteration 5Q: 3 clusters Score -1011570 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1011655.500000 Penalty: 10659.760742 Iteration 6Q: 3 clusters Score -1011656 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1011724.687500 Penalty: 10659.760742 Iteration 7Q: 3 clusters Score -1011725 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1011785.187500 Penalty: 10659.760742 Iteration 8Q: 3 clusters Score -1011785 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1011831.000000 Penalty: 10659.760742 Iteration 9Q: 3 clusters Score -1011831 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1011875.750000 Penalty: 10659.760742 Iteration 10Q: 3 clusters Score -1011876 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1011910.937500 Penalty: 10659.760742 Iteration 11Q: 3 clusters Score -1011911 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1011948.937500 Penalty: 10659.760742 Iteration 12Q: 3 clusters Score -1011949 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1011985.875000 Penalty: 10659.760742 Iteration 13Q: 3 clusters Score -1011986 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1012014.625000 Penalty: 10659.760742 Iteration 14Q: 3 clusters Score -1012015 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1012042.500000 Penalty: 10659.760742 Iteration 15Q: 3 clusters Score -1012042 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1012064.625000 Penalty: 10659.760742 Iteration 16Q: 3 clusters Score -1012065 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1012079.875000 Penalty: 10659.760742 Iteration 17Q: 3 clusters Score -1012080 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1012092.187500 Penalty: 10659.760742 Iteration 18Q: 3 clusters Score -1012092 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1012113.125000 Penalty: 10659.760742 Iteration 19Q: 3 clusters Score -1012113 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1012126.750000 Penalty: 10659.760742 Iteration 20F: 3 clusters Score -1012127 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1012140.500000 Penalty: 10659.760742 Iteration 21Q: 3 clusters Score -1012140 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1012154.000000 Penalty: 10659.760742 Iteration 22Q: 3 clusters Score -1012154 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1012164.375000 Penalty: 10659.760742 Iteration 23Q: 3 clusters Score -1012164 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1012181.562500 Penalty: 10659.760742 Iteration 24Q: 3 clusters Score -1012182 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1012200.562500 Penalty: 10659.760742 Iteration 25Q: 3 clusters Score -1012201 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1012219.125000 Penalty: 10659.760742 Iteration 26Q: 3 clusters Score -1012219 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1012234.312500 Penalty: 10659.760742 Iteration 27Q: 3 clusters Score -1012234 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1012248.937500 Penalty: 10659.760742 Iteration 28Q: 3 clusters Score -1012249 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1012261.125000 Penalty: 10659.760742 Iteration 29Q: 3 clusters Score -1012261 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1012277.375000 Penalty: 10659.760742 Iteration 30Q: 3 clusters Score -1012277 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1012289.750000 Penalty: 10659.760742 Iteration 31Q: 3 clusters Score -1012290 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1012305.312500 Penalty: 10659.760742 Iteration 32Q: 3 clusters Score -1012305 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1012317.562500 Penalty: 10659.760742 Iteration 33Q: 3 clusters Score -1012318 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1012332.187500 Penalty: 10659.760742 Iteration 34Q: 3 clusters Score -1012332 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1012341.750000 Penalty: 10659.760742 Iteration 35Q: 3 clusters Score -1012342 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -1012352.875000 Penalty: 10659.760742 Iteration 36Q: 3 clusters Score -1012353 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1012366.875000 Penalty: 10659.760742 Iteration 37Q: 3 clusters Score -1012367 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -1012381.000000 Penalty: 10659.760742 Iteration 38Q: 3 clusters Score -1012381 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1012398.125000 Penalty: 10659.760742 Iteration 39Q: 3 clusters Score -1012398 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1012418.187500 Penalty: 10659.760742 Iteration 40F: 3 clusters Score -1012418 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1012445.312500 Penalty: 10659.760742 Iteration 41Q: 3 clusters Score -1012445 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1012469.062500 Penalty: 10659.760742 Iteration 42Q: 3 clusters Score -1012469 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1012487.875000 Penalty: 10659.760742 Iteration 43Q: 3 clusters Score -1012488 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1012506.187500 Penalty: 10659.760742 Iteration 44Q: 3 clusters Score -1012506 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1012515.250000 Penalty: 10659.760742 Iteration 45Q: 3 clusters Score -1012515 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1012526.562500 Penalty: 10659.760742 Iteration 46Q: 3 clusters Score -1012527 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1012546.062500 Penalty: 10659.760742 Iteration 47Q: 3 clusters Score -1012546 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1012567.187500 Penalty: 10659.760742 Iteration 48Q: 3 clusters Score -1012567 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1012593.062500 Penalty: 10659.760742 Iteration 49Q: 3 clusters Score -1012593 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1012621.312500 Penalty: 10659.760742 Iteration 50Q: 3 clusters Score -1012621 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1012645.875000 Penalty: 10659.760742 Iteration 51Q: 3 clusters Score -1012646 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1012672.375000 Penalty: 10659.760742 Iteration 52Q: 3 clusters Score -1012672 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1012710.062500 Penalty: 10659.760742 Iteration 53Q: 3 clusters Score -1012710 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1012756.500000 Penalty: 10659.760742 Iteration 54Q: 3 clusters Score -1012756 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1012795.250000 Penalty: 10659.760742 Iteration 55Q: 3 clusters Score -1012795 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1012838.312500 Penalty: 10659.760742 Iteration 56Q: 3 clusters Score -1012838 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1012892.500000 Penalty: 10659.760742 Iteration 57Q: 3 clusters Score -1012892 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1012947.625000 Penalty: 10659.760742 Iteration 58Q: 3 clusters Score -1012948 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1013011.000000 Penalty: 10659.760742 Iteration 59Q: 3 clusters Score -1013011 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1013063.187500 Penalty: 10659.760742 Iteration 60F: 3 clusters Score -1013063 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1013129.375000 Penalty: 10659.760742 Iteration 61Q: 3 clusters Score -1013129 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1013174.875000 Penalty: 10659.760742 Iteration 62Q: 3 clusters Score -1013175 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1013223.125000 Penalty: 10659.760742 Iteration 63Q: 3 clusters Score -1013223 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1013258.750000 Penalty: 10659.760742 Iteration 64Q: 3 clusters Score -1013259 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1013305.187500 Penalty: 10659.760742 Iteration 65Q: 3 clusters Score -1013305 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1013346.250000 Penalty: 10659.760742 Iteration 66Q: 3 clusters Score -1013346 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1013383.500000 Penalty: 10659.760742 Iteration 67Q: 3 clusters Score -1013384 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1013408.750000 Penalty: 10659.760742 Iteration 68Q: 3 clusters Score -1013409 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -1013430.437500 Penalty: 10659.760742 Iteration 69Q: 3 clusters Score -1013430 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1013448.312500 Penalty: 10659.760742 Iteration 70Q: 3 clusters Score -1013448 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1013470.562500 Penalty: 10659.760742 Iteration 71Q: 3 clusters Score -1013471 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1013492.125000 Penalty: 10659.760742 Iteration 72Q: 3 clusters Score -1013492 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1013515.000000 Penalty: 10659.760742 Iteration 73Q: 3 clusters Score -1013515 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1013533.750000 Penalty: 10659.760742 Iteration 74Q: 3 clusters Score -1013534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1013540.562500 Penalty: 10659.760742 Iteration 75Q: 3 clusters Score -1013541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -1013545.062500 Penalty: 10659.760742 Iteration 76Q: 3 clusters Score -1013545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1013548.250000 Penalty: 10659.760742 Iteration 77Q: 3 clusters Score -1013548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1013552.312500 Penalty: 10659.760742 Iteration 78Q: 3 clusters Score -1013552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1013555.500000 Penalty: 10659.760742 Iteration 79Q: 3 clusters Score -1013556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1013556.125000 Penalty: 10659.760742 Iteration 80F: 3 clusters Score -1013556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1013555.562500 Penalty: 10659.760742 Iteration 81Q: 3 clusters Score -1013556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1013555.562500 Penalty: 10659.760742 Iteration 82F: 3 clusters Score -1013556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4449 members Mstep: Class 3 contains 1874 members Mstep: Class 5 contains 47422 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 6138 members Mstep: Class 9 contains 19455 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 295 members Mstep: Class 13 contains 146217 members Mstep: Class 16 contains 7154 members Mstep: Class 17 contains 1008 members Mstep: Class 18 contains 24450 members Mstep: Class 19 contains 6014 members Entering Unmasked Estep ConsiderDeletion Score: -70957616.000000 Penalty: 166180.093750 Iteration 39Q: 22 clusters Score -7.095762e+07 nChanged 3386 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4431 members Mstep: Class 3 contains 1871 members Mstep: Class 4 contains 462 members Mstep: Class 5 contains 47398 members Mstep: Class 6 contains 97872 members Mstep: Class 7 contains 6116 members Mstep: Class 8 contains 17934 members Mstep: Class 9 contains 19406 members Mstep: Class 10 contains 1235 members Mstep: Class 11 contains 10289 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 146124 members Mstep: Class 14 contains 629 members Mstep: Class 15 contains 4617 members Mstep: Class 16 contains 7638 members Mstep: Class 17 contains 1006 members Mstep: Class 18 contains 24447 members Mstep: Class 19 contains 6030 members Mstep: Class 20 contains 293 members Mstep: Class 21 contains 8179 members Entering Unmasked Estep ConsiderDeletion Score: -70960952.000000 Penalty: 166180.093750 Iteration 40F: 22 clusters Score -7.096095e+07 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 4345 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 470 members Mstep: Class 5 contains 47350 members Mstep: Class 6 contains 97709 members Mstep: Class 7 contains 6122 members Mstep: Class 8 contains 18091 members Mstep: Class 9 contains 19328 members Mstep: Class 10 contains 1229 members Mstep: Class 11 contains 10015 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 145762 members Mstep: Class 14 contains 640 members Mstep: Class 15 contains 5030 members Mstep: Class 16 contains 7871 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24389 members Mstep: Class 19 contains 6025 members Mstep: Class 20 contains 369 members Mstep: Class 21 contains 8384 members Entering Unmasked Estep ConsiderDeletion Score: -70963192.000000 Penalty: 166180.093750 Iteration 41Q: 22 clusters Score -7.096319e+07 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 4299 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 478 members Mstep: Class 5 contains 47281 members Mstep: Class 6 contains 97607 members Mstep: Class 7 contains 6136 members Mstep: Class 8 contains 18179 members Mstep: Class 9 contains 19279 members Mstep: Class 10 contains 1222 members Mstep: Class 11 contains 9866 members Mstep: Class 12 contains 293 members Mstep: Class 13 contains 145610 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5285 members Mstep: Class 16 contains 8003 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 24300 members Mstep: Class 19 contains 6061 members Mstep: Class 20 contains 414 members Mstep: Class 21 contains 8476 members Entering Unmasked Estep ConsiderDeletion Score: -70965184.000000 Penalty: 166180.093750 Iteration 42Q: 22 clusters Score -7.096518e+07 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4263 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47224 members Mstep: Class 6 contains 97550 members Mstep: Class 7 contains 6148 members Mstep: Class 8 contains 18236 members Mstep: Class 9 contains 19232 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9778 members Mstep: Class 12 contains 290 members Mstep: Class 13 contains 145548 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5461 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 24237 members Mstep: Class 19 contains 6044 members Mstep: Class 20 contains 440 members Mstep: Class 21 contains 8534 members Entering Unmasked Estep ConsiderDeletion Score: -70965696.000000 Penalty: 166180.093750 Iteration 43Q: 22 clusters Score -7.09657e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4233 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47194 members Mstep: Class 6 contains 97519 members Mstep: Class 7 contains 6156 members Mstep: Class 8 contains 18282 members Mstep: Class 9 contains 19200 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9745 members Mstep: Class 12 contains 289 members Mstep: Class 13 contains 145514 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5580 members Mstep: Class 16 contains 8167 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 24193 members Mstep: Class 19 contains 6001 members Mstep: Class 20 contains 457 members Mstep: Class 21 contains 8561 members Entering Unmasked Estep ConsiderDeletion Score: -70966016.000000 Penalty: 166180.093750 Iteration 44Q: 22 clusters Score -7.096602e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47176 members Mstep: Class 6 contains 97490 members Mstep: Class 7 contains 6161 members Mstep: Class 8 contains 18318 members Mstep: Class 9 contains 19181 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9719 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 145490 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5667 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 24155 members Mstep: Class 19 contains 5974 members Mstep: Class 20 contains 464 members Mstep: Class 21 contains 8585 members Entering Unmasked Estep ConsiderDeletion Score: -70966064.000000 Penalty: 166180.093750 Iteration 45Q: 22 clusters Score -7.096606e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47161 members Mstep: Class 6 contains 97456 members Mstep: Class 7 contains 6167 members Mstep: Class 8 contains 18343 members Mstep: Class 9 contains 19172 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9691 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 145483 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5740 members Mstep: Class 16 contains 8228 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 24134 members Mstep: Class 19 contains 5952 members Mstep: Class 20 contains 471 members Mstep: Class 21 contains 8596 members Entering Unmasked Estep ConsiderDeletion Score: -70966096.000000 Penalty: 166180.093750 Iteration 46Q: 22 clusters Score -7.09661e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47148 members Mstep: Class 6 contains 97428 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18365 members Mstep: Class 9 contains 19169 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9662 members Mstep: Class 12 contains 279 members Mstep: Class 13 contains 145478 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5796 members Mstep: Class 16 contains 8253 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24119 members Mstep: Class 19 contains 5924 members Mstep: Class 20 contains 478 members Mstep: Class 21 contains 8604 members Entering Unmasked Estep ConsiderDeletion Score: -70966280.000000 Penalty: 166180.093750 Iteration 47Q: 22 clusters Score -7.096628e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47138 members Mstep: Class 6 contains 97410 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18386 members Mstep: Class 9 contains 19146 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9648 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145486 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5846 members Mstep: Class 16 contains 8270 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24110 members Mstep: Class 19 contains 5895 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 8610 members Entering Unmasked Estep ConsiderDeletion Score: -70966360.000000 Penalty: 166180.093750 Iteration 48Q: 22 clusters Score -7.096636e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47135 members Mstep: Class 6 contains 97411 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18399 members Mstep: Class 9 contains 19136 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9630 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145478 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5869 members Mstep: Class 16 contains 8292 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24105 members Mstep: Class 19 contains 5880 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 8611 members Entering Unmasked Estep ConsiderDeletion Score: -70966568.000000 Penalty: 166180.093750 Iteration 49Q: 22 clusters Score -7.096657e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47129 members Mstep: Class 6 contains 97402 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18406 members Mstep: Class 9 contains 19129 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9616 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145473 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5901 members Mstep: Class 16 contains 8299 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24101 members Mstep: Class 19 contains 5873 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 8614 members Entering Unmasked Estep ConsiderDeletion Score: -70966408.000000 Penalty: 166180.093750 Iteration 50Q: 22 clusters Score -7.096641e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47121 members Mstep: Class 6 contains 97396 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18409 members Mstep: Class 9 contains 19128 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9599 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145471 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5935 members Mstep: Class 16 contains 8307 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24091 members Mstep: Class 19 contains 5869 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8615 members Entering Unmasked Estep ConsiderDeletion Score: -70966456.000000 Penalty: 166180.093750 Iteration 51Q: 22 clusters Score -7.096646e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47118 members Mstep: Class 6 contains 97387 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18417 members Mstep: Class 9 contains 19125 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9576 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145472 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5971 members Mstep: Class 16 contains 8317 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24085 members Mstep: Class 19 contains 5858 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8618 members Entering Unmasked Estep ConsiderDeletion Score: -70966504.000000 Penalty: 166180.093750 Iteration 52Q: 22 clusters Score -7.09665e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47116 members Mstep: Class 6 contains 97379 members Mstep: Class 7 contains 6169 members Mstep: Class 8 contains 18425 members Mstep: Class 9 contains 19110 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9563 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145476 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 5995 members Mstep: Class 16 contains 8327 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24078 members Mstep: Class 19 contains 5857 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8620 members Entering Unmasked Estep ConsiderDeletion Score: -70966432.000000 Penalty: 166180.093750 Iteration 53Q: 22 clusters Score -7.096643e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47115 members Mstep: Class 6 contains 97368 members Mstep: Class 7 contains 6170 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19099 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9555 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145471 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6013 members Mstep: Class 16 contains 8335 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24074 members Mstep: Class 19 contains 5859 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8624 members Entering Unmasked Estep ConsiderDeletion Score: -70966432.000000 Penalty: 166180.093750 Iteration 54Q: 22 clusters Score -7.096643e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47112 members Mstep: Class 6 contains 97362 members Mstep: Class 7 contains 6172 members Mstep: Class 8 contains 18431 members Mstep: Class 9 contains 19092 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9556 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145475 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6024 members Mstep: Class 16 contains 8341 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24067 members Mstep: Class 19 contains 5857 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8626 members Entering Unmasked Estep ConsiderDeletion Score: -70966376.000000 Penalty: 166180.093750 Iteration 55Q: 22 clusters Score -7.096638e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47112 members Mstep: Class 6 contains 97355 members Mstep: Class 7 contains 6172 members Mstep: Class 8 contains 18430 members Mstep: Class 9 contains 19089 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9554 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145473 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6035 members Mstep: Class 16 contains 8347 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24066 members Mstep: Class 19 contains 5856 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8626 members Entering Unmasked Estep ConsiderDeletion Score: -70966384.000000 Penalty: 166180.093750 Iteration 56Q: 22 clusters Score -7.096638e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4213 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47110 members Mstep: Class 6 contains 97354 members Mstep: Class 7 contains 6172 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19087 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9548 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145475 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6046 members Mstep: Class 16 contains 8353 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24065 members Mstep: Class 19 contains 5849 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8625 members Entering Unmasked Estep ConsiderDeletion Score: -70966416.000000 Penalty: 166180.093750 Iteration 57Q: 22 clusters Score -7.096642e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4212 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47111 members Mstep: Class 6 contains 97349 members Mstep: Class 7 contains 6173 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19087 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145476 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6056 members Mstep: Class 16 contains 8354 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24065 members Mstep: Class 19 contains 5851 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8626 members Entering Unmasked Estep ConsiderDeletion Score: -70966440.000000 Penalty: 166180.093750 Iteration 58Q: 22 clusters Score -7.096644e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4212 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47109 members Mstep: Class 6 contains 97349 members Mstep: Class 7 contains 6174 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19087 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9529 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145474 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6064 members Mstep: Class 16 contains 8357 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24064 members Mstep: Class 19 contains 5850 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8628 members Entering Unmasked Estep ConsiderDeletion Score: -70966384.000000 Penalty: 166180.093750 Iteration 59Q: 22 clusters Score -7.096638e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4212 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47106 members Mstep: Class 6 contains 97343 members Mstep: Class 7 contains 6175 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19086 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9517 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145474 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 6079 members Mstep: Class 16 contains 8361 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24063 members Mstep: Class 19 contains 5853 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8629 members Entering Unmasked Estep ConsiderDeletion Score: -70966856.000000 Penalty: 166180.093750 Iteration 60F: 22 clusters Score -7.096686e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4212 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 47036 members Mstep: Class 6 contains 97343 members Mstep: Class 7 contains 6175 members Mstep: Class 8 contains 18432 members Mstep: Class 9 contains 19088 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9502 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145471 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6093 members Mstep: Class 16 contains 8364 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24061 members Mstep: Class 19 contains 5922 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 8630 members Entering Unmasked Estep ConsiderDeletion Score: -70967272.000000 Penalty: 166180.093750 Iteration 61Q: 22 clusters Score -7.096727e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4212 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46968 members Mstep: Class 6 contains 97357 members Mstep: Class 7 contains 6175 members Mstep: Class 8 contains 18439 members Mstep: Class 9 contains 19080 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9482 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145466 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6108 members Mstep: Class 16 contains 8367 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24062 members Mstep: Class 19 contains 5977 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 8636 members Entering Unmasked Estep ConsiderDeletion Score: -70967344.000000 Penalty: 166180.093750 Iteration 62Q: 22 clusters Score -7.096734e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4214 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46915 members Mstep: Class 6 contains 97395 members Mstep: Class 7 contains 6175 members Mstep: Class 8 contains 18454 members Mstep: Class 9 contains 19073 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9464 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145477 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6134 members Mstep: Class 16 contains 8368 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24055 members Mstep: Class 19 contains 5965 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8642 members Entering Unmasked Estep ConsiderDeletion Score: -70967536.000000 Penalty: 166180.093750 Iteration 63Q: 22 clusters Score -7.096754e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46865 members Mstep: Class 6 contains 97437 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18463 members Mstep: Class 9 contains 19062 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9445 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145483 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6158 members Mstep: Class 16 contains 8369 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24047 members Mstep: Class 19 contains 5960 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8650 members Entering Unmasked Estep ConsiderDeletion Score: -70967664.000000 Penalty: 166180.093750 Iteration 64Q: 22 clusters Score -7.096766e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46824 members Mstep: Class 6 contains 97481 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18476 members Mstep: Class 9 contains 19063 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9428 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145493 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6176 members Mstep: Class 16 contains 8370 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24041 members Mstep: Class 19 contains 5927 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8660 members Entering Unmasked Estep ConsiderDeletion Score: -70967896.000000 Penalty: 166180.093750 Iteration 65Q: 22 clusters Score -7.09679e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46792 members Mstep: Class 6 contains 97522 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18482 members Mstep: Class 9 contains 19061 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9414 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145497 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6189 members Mstep: Class 16 contains 8371 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24037 members Mstep: Class 19 contains 5905 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8669 members Entering Unmasked Estep ConsiderDeletion Score: -70967744.000000 Penalty: 166180.093750 Iteration 66Q: 22 clusters Score -7.096774e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4216 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46766 members Mstep: Class 6 contains 97552 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18483 members Mstep: Class 9 contains 19055 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9406 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145503 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6197 members Mstep: Class 16 contains 8374 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24033 members Mstep: Class 19 contains 5889 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8681 members Entering Unmasked Estep ConsiderDeletion Score: -70967880.000000 Penalty: 166180.093750 Iteration 67Q: 22 clusters Score -7.096788e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46751 members Mstep: Class 6 contains 97568 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18486 members Mstep: Class 9 contains 19052 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9399 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145505 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6214 members Mstep: Class 16 contains 8376 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24029 members Mstep: Class 19 contains 5871 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8686 members Entering Unmasked Estep ConsiderDeletion Score: -70967792.000000 Penalty: 166180.093750 Iteration 68Q: 22 clusters Score -7.096779e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46747 members Mstep: Class 6 contains 97579 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18487 members Mstep: Class 9 contains 19044 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9388 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145510 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6226 members Mstep: Class 16 contains 8379 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24026 members Mstep: Class 19 contains 5857 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 8692 members Entering Unmasked Estep ConsiderDeletion Score: -70967856.000000 Penalty: 166180.093750 Iteration 69Q: 22 clusters Score -7.096786e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46741 members Mstep: Class 6 contains 97579 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18492 members Mstep: Class 9 contains 19043 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9378 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145516 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6247 members Mstep: Class 16 contains 8382 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24024 members Mstep: Class 19 contains 5838 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 8695 members Entering Unmasked Estep ConsiderDeletion Score: -70967864.000000 Penalty: 166180.093750 Iteration 70Q: 22 clusters Score -7.096786e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46739 members Mstep: Class 6 contains 97582 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18494 members Mstep: Class 9 contains 19046 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9369 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145515 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6262 members Mstep: Class 16 contains 8383 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24026 members Mstep: Class 19 contains 5820 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 8699 members Entering Unmasked Estep ConsiderDeletion Score: -70967904.000000 Penalty: 166180.093750 Iteration 71Q: 22 clusters Score -7.09679e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46733 members Mstep: Class 6 contains 97586 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18495 members Mstep: Class 9 contains 19043 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9366 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145525 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6274 members Mstep: Class 16 contains 8384 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24022 members Mstep: Class 19 contains 5805 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 8702 members Entering Unmasked Estep ConsiderDeletion Score: -70967912.000000 Penalty: 166180.093750 Iteration 72Q: 22 clusters Score -7.096791e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46726 members Mstep: Class 6 contains 97594 members Mstep: Class 7 contains 6176 members Mstep: Class 8 contains 18497 members Mstep: Class 9 contains 19044 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9357 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145525 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6282 members Mstep: Class 16 contains 8384 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24020 members Mstep: Class 19 contains 5801 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 8704 members Entering Unmasked Estep ConsiderDeletion Score: -70967912.000000 Penalty: 166180.093750 Iteration 73Q: 22 clusters Score -7.096791e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46720 members Mstep: Class 6 contains 97593 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18499 members Mstep: Class 9 contains 19042 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9352 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145537 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6293 members Mstep: Class 16 contains 8386 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24014 members Mstep: Class 19 contains 5789 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8704 members Entering Unmasked Estep ConsiderDeletion Score: -70967888.000000 Penalty: 166180.093750 Iteration 74Q: 22 clusters Score -7.096789e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46714 members Mstep: Class 6 contains 97597 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18504 members Mstep: Class 9 contains 19043 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9349 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145547 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6297 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24010 members Mstep: Class 19 contains 5780 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8704 members Entering Unmasked Estep ConsiderDeletion Score: -70967912.000000 Penalty: 166180.093750 Iteration 75Q: 22 clusters Score -7.096791e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46708 members Mstep: Class 6 contains 97598 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18507 members Mstep: Class 9 contains 19042 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9351 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145554 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6302 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24006 members Mstep: Class 19 contains 5773 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8704 members Entering Unmasked Estep ConsiderDeletion Score: -70967864.000000 Penalty: 166180.093750 Iteration 76Q: 22 clusters Score -7.096786e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46703 members Mstep: Class 6 contains 97600 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18508 members Mstep: Class 9 contains 19041 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9352 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145561 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6307 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 24003 members Mstep: Class 19 contains 5767 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8703 members Entering Unmasked Estep ConsiderDeletion Score: -70967912.000000 Penalty: 166180.093750 Iteration 77Q: 22 clusters Score -7.096791e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46698 members Mstep: Class 6 contains 97602 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18510 members Mstep: Class 9 contains 19040 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9352 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145564 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6311 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23999 members Mstep: Class 19 contains 5766 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8703 members Entering Unmasked Estep ConsiderDeletion Score: -70967928.000000 Penalty: 166180.093750 Iteration 78Q: 22 clusters Score -7.096793e+07 nChanged 19 Entering ConstructFrom: Score: -70967928.000000 Penalty: 166180.093750 Entering ConstructFrom: Trying to split cluster 1 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -337052.687500 Penalty: 4632.460449 Iteration 0F: 2 clusters Score -337052.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -332049.656250 Penalty: 9264.920898 Iteration 0F: 3 clusters Score -332049.7 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -332595.843750 Penalty: 9264.920898 Iteration 1F: 3 clusters Score -332595.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -332792.500000 Penalty: 9264.920898 Iteration 2F: 3 clusters Score -332792.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -332872.687500 Penalty: 9264.920898 Iteration 3Q: 3 clusters Score -332872.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -332920.687500 Penalty: 9264.920898 Iteration 4Q: 3 clusters Score -332920.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -332949.156250 Penalty: 9264.920898 Iteration 5Q: 3 clusters Score -332949.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -332969.750000 Penalty: 9264.920898 Iteration 6Q: 3 clusters Score -332969.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -332978.406250 Penalty: 9264.920898 Iteration 7Q: 3 clusters Score -332978.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -332989.687500 Penalty: 9264.920898 Iteration 8Q: 3 clusters Score -332989.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -333001.656250 Penalty: 9264.920898 Iteration 9Q: 3 clusters Score -333001.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -333007.187500 Penalty: 9264.920898 Iteration 10Q: 3 clusters Score -333007.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333013.750000 Penalty: 9264.920898 Iteration 11Q: 3 clusters Score -333013.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333015.843750 Penalty: 9264.920898 Iteration 12Q: 3 clusters Score -333015.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333017.250000 Penalty: 9264.920898 Iteration 13Q: 3 clusters Score -333017.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333017.250000 Penalty: 9264.920898 Iteration 14F: 3 clusters Score -333017.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Entering Unmasked Estep Score: -728622.250000 Penalty: 5112.608887 Iteration 0F: 2 clusters Score -728622.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -722107.437500 Penalty: 10225.217773 Iteration 0F: 3 clusters Score -722107.4 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -723121.500000 Penalty: 10225.217773 Iteration 1F: 3 clusters Score -723121.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -723394.375000 Penalty: 10225.217773 Iteration 2F: 3 clusters Score -723394.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -723555.812500 Penalty: 10225.217773 Iteration 3Q: 3 clusters Score -723555.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -723652.625000 Penalty: 10225.217773 Iteration 4Q: 3 clusters Score -723652.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -723727.375000 Penalty: 10225.217773 Iteration 5Q: 3 clusters Score -723727.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -723774.500000 Penalty: 10225.217773 Iteration 6Q: 3 clusters Score -723774.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -723814.375000 Penalty: 10225.217773 Iteration 7Q: 3 clusters Score -723814.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -723845.250000 Penalty: 10225.217773 Iteration 8Q: 3 clusters Score -723845.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -723865.875000 Penalty: 10225.217773 Iteration 9Q: 3 clusters Score -723865.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -723888.750000 Penalty: 10225.217773 Iteration 10Q: 3 clusters Score -723888.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -723908.937500 Penalty: 10225.217773 Iteration 11Q: 3 clusters Score -723908.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -723927.562500 Penalty: 10225.217773 Iteration 12Q: 3 clusters Score -723927.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -723944.937500 Penalty: 10225.217773 Iteration 13Q: 3 clusters Score -723944.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -723960.437500 Penalty: 10225.217773 Iteration 14Q: 3 clusters Score -723960.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -723971.375000 Penalty: 10225.217773 Iteration 15Q: 3 clusters Score -723971.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -723978.000000 Penalty: 10225.217773 Iteration 16Q: 3 clusters Score -723978 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -723991.875000 Penalty: 10225.217773 Iteration 17Q: 3 clusters Score -723991.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -724009.250000 Penalty: 10225.217773 Iteration 18Q: 3 clusters Score -724009.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -724022.062500 Penalty: 10225.217773 Iteration 19Q: 3 clusters Score -724022.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -724029.312500 Penalty: 10225.217773 Iteration 20F: 3 clusters Score -724029.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -724035.500000 Penalty: 10225.217773 Iteration 21Q: 3 clusters Score -724035.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -724039.812500 Penalty: 10225.217773 Iteration 22Q: 3 clusters Score -724039.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -724045.187500 Penalty: 10225.217773 Iteration 23Q: 3 clusters Score -724045.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -724053.250000 Penalty: 10225.217773 Iteration 24Q: 3 clusters Score -724053.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -724061.625000 Penalty: 10225.217773 Iteration 25Q: 3 clusters Score -724061.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -724068.625000 Penalty: 10225.217773 Iteration 26Q: 3 clusters Score -724068.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -724071.562500 Penalty: 10225.217773 Iteration 27Q: 3 clusters Score -724071.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -724075.750000 Penalty: 10225.217773 Iteration 28Q: 3 clusters Score -724075.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -724077.937500 Penalty: 10225.217773 Iteration 29Q: 3 clusters Score -724077.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -724080.750000 Penalty: 10225.217773 Iteration 30Q: 3 clusters Score -724080.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -724085.312500 Penalty: 10225.217773 Iteration 31Q: 3 clusters Score -724085.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -724089.375000 Penalty: 10225.217773 Iteration 32Q: 3 clusters Score -724089.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -724092.500000 Penalty: 10225.217773 Iteration 33Q: 3 clusters Score -724092.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -724094.750000 Penalty: 10225.217773 Iteration 34Q: 3 clusters Score -724094.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -724096.500000 Penalty: 10225.217773 Iteration 35Q: 3 clusters Score -724096.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -724100.000000 Penalty: 10225.217773 Iteration 36Q: 3 clusters Score -724100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -724100.750000 Penalty: 10225.217773 Iteration 37Q: 3 clusters Score -724100.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -724101.812500 Penalty: 10225.217773 Iteration 38Q: 3 clusters Score -724101.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -724103.500000 Penalty: 10225.217773 Iteration 39Q: 3 clusters Score -724103.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -724104.687500 Penalty: 10225.217773 Iteration 40F: 3 clusters Score -724104.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -724106.812500 Penalty: 10225.217773 Iteration 41Q: 3 clusters Score -724106.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -724108.500000 Penalty: 10225.217773 Iteration 42Q: 3 clusters Score -724108.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -724110.500000 Penalty: 10225.217773 Iteration 43Q: 3 clusters Score -724110.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -724111.937500 Penalty: 10225.217773 Iteration 44Q: 3 clusters Score -724111.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -724111.937500 Penalty: 10225.217773 Iteration 45F: 3 clusters Score -724111.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Entering Unmasked Estep Score: -277868.531250 Penalty: 4614.387207 Iteration 0F: 2 clusters Score -277868.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -273204.125000 Penalty: 9228.774414 Iteration 0F: 3 clusters Score -273204.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -274728.937500 Penalty: 9228.774414 Iteration 1F: 3 clusters Score -274728.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -275673.656250 Penalty: 9228.774414 Iteration 2F: 3 clusters Score -275673.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -276256.468750 Penalty: 9228.774414 Iteration 3F: 3 clusters Score -276256.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -277045.593750 Penalty: 9228.774414 Iteration 4F: 3 clusters Score -277045.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -277681.250000 Penalty: 9228.774414 Iteration 5Q: 3 clusters Score -277681.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -278156.437500 Penalty: 9228.774414 Iteration 6Q: 3 clusters Score -278156.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -278487.593750 Penalty: 9228.774414 Iteration 7Q: 3 clusters Score -278487.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -278729.687500 Penalty: 9228.774414 Iteration 8Q: 3 clusters Score -278729.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -279023.312500 Penalty: 9228.774414 Iteration 9Q: 3 clusters Score -279023.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -279217.250000 Penalty: 9228.774414 Iteration 10Q: 3 clusters Score -279217.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -279534.593750 Penalty: 9228.774414 Iteration 11Q: 3 clusters Score -279534.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -279766.500000 Penalty: 9228.774414 Iteration 12Q: 3 clusters Score -279766.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -280124.156250 Penalty: 9228.774414 Iteration 13Q: 3 clusters Score -280124.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -280493.656250 Penalty: 9228.774414 Iteration 14Q: 3 clusters Score -280493.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -280493.656250 Penalty: 9228.774414 Iteration 15F: 3 clusters Score -280493.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1231 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46696 members Mstep: Class 6 contains 97605 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18511 members Mstep: Class 9 contains 19037 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145566 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6314 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23999 members Mstep: Class 19 contains 5764 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8703 members Mstep: Class 22 contains 639 members Entering Unmasked Estep Score: -70967408.000000 Penalty: 174093.421875 Splitting cluster 3 changes total score from -70967928.000000 to -70967408.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -76014.382812 Penalty: 3780.166504 Iteration 0F: 2 clusters Score -76014.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -72703.492188 Penalty: 7560.333008 Iteration 0F: 3 clusters Score -72703.49 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -72899.367188 Penalty: 7560.333008 Iteration 1F: 3 clusters Score -72899.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -72957.546875 Penalty: 7560.333008 Iteration 2Q: 3 clusters Score -72957.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72970.960938 Penalty: 7560.333008 Iteration 3Q: 3 clusters Score -72970.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72970.960938 Penalty: 7560.333008 Iteration 4F: 3 clusters Score -72970.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46696 members Entering Unmasked Estep Score: -8287873.000000 Penalty: 6585.240723 Iteration 0F: 2 clusters Score -8287873 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -8254349.000000 Penalty: 13170.481445 Iteration 0F: 3 clusters Score -8254349 nChanged 20556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23007 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -8265209.000000 Penalty: 13170.481445 Iteration 1F: 3 clusters Score -8265209 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22901 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -8266028.500000 Penalty: 13170.481445 Iteration 2F: 3 clusters Score -8266028 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22833 members Mstep: Class 2 contains 23863 members Entering Unmasked Estep Score: -8266664.000000 Penalty: 13170.481445 Iteration 3Q: 3 clusters Score -8266664 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22717 members Mstep: Class 2 contains 23979 members Entering Unmasked Estep Score: -8267172.500000 Penalty: 13170.481445 Iteration 4Q: 3 clusters Score -8267172 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22547 members Mstep: Class 2 contains 24149 members Entering Unmasked Estep Score: -8267641.500000 Penalty: 13170.481445 Iteration 5Q: 3 clusters Score -8267642 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22393 members Mstep: Class 2 contains 24303 members Entering Unmasked Estep Score: -8268193.000000 Penalty: 13170.481445 Iteration 6Q: 3 clusters Score -8268193 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22267 members Mstep: Class 2 contains 24429 members Entering Unmasked Estep Score: -8268877.500000 Penalty: 13170.481445 Iteration 7Q: 3 clusters Score -8268878 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22175 members Mstep: Class 2 contains 24521 members Entering Unmasked Estep Score: -8269904.000000 Penalty: 13170.481445 Iteration 8Q: 3 clusters Score -8269904 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 24504 members Entering Unmasked Estep Score: -8271207.000000 Penalty: 13170.481445 Iteration 9Q: 3 clusters Score -8271207 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22308 members Mstep: Class 2 contains 24388 members Entering Unmasked Estep Score: -8273032.500000 Penalty: 13170.481445 Iteration 10F: 3 clusters Score -8273032 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22580 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -8274929.000000 Penalty: 13170.481445 Iteration 11F: 3 clusters Score -8274929 nChanged 2679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22835 members Mstep: Class 2 contains 23861 members Entering Unmasked Estep Score: -8276644.500000 Penalty: 13170.481445 Iteration 12F: 3 clusters Score -8276644 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -8277816.500000 Penalty: 13170.481445 Iteration 13F: 3 clusters Score -8277816 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22896 members Mstep: Class 2 contains 23800 members Entering Unmasked Estep Score: -8278506.000000 Penalty: 13170.481445 Iteration 14Q: 3 clusters Score -8278506 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22742 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -8278907.000000 Penalty: 13170.481445 Iteration 15Q: 3 clusters Score -8278907 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22502 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -8279171.000000 Penalty: 13170.481445 Iteration 16Q: 3 clusters Score -8279171 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 24432 members Entering Unmasked Estep Score: -8279341.000000 Penalty: 13170.481445 Iteration 17Q: 3 clusters Score -8279341 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 24699 members Entering Unmasked Estep Score: -8279467.000000 Penalty: 13170.481445 Iteration 18Q: 3 clusters Score -8279467 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21706 members Mstep: Class 2 contains 24990 members Entering Unmasked Estep Score: -8279534.000000 Penalty: 13170.481445 Iteration 19Q: 3 clusters Score -8279534 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 25279 members Entering Unmasked Estep Score: -8279615.500000 Penalty: 13170.481445 Iteration 20F: 3 clusters Score -8279616 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21082 members Mstep: Class 2 contains 25614 members Entering Unmasked Estep Score: -8279716.500000 Penalty: 13170.481445 Iteration 21Q: 3 clusters Score -8279716 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20758 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -8279829.500000 Penalty: 13170.481445 Iteration 22Q: 3 clusters Score -8279830 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 26275 members Entering Unmasked Estep Score: -8279896.000000 Penalty: 13170.481445 Iteration 23Q: 3 clusters Score -8279896 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20081 members Mstep: Class 2 contains 26615 members Entering Unmasked Estep Score: -8280027.000000 Penalty: 13170.481445 Iteration 24Q: 3 clusters Score -8280027 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19709 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -8280110.500000 Penalty: 13170.481445 Iteration 25Q: 3 clusters Score -8280110 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19312 members Mstep: Class 2 contains 27384 members Entering Unmasked Estep Score: -8280197.500000 Penalty: 13170.481445 Iteration 26Q: 3 clusters Score -8280198 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18904 members Mstep: Class 2 contains 27792 members Entering Unmasked Estep Score: -8280292.500000 Penalty: 13170.481445 Iteration 27Q: 3 clusters Score -8280292 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18492 members Mstep: Class 2 contains 28204 members Entering Unmasked Estep Score: -8280393.000000 Penalty: 13170.481445 Iteration 28Q: 3 clusters Score -8280393 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 28612 members Entering Unmasked Estep Score: -8280477.000000 Penalty: 13170.481445 Iteration 29Q: 3 clusters Score -8280477 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 29041 members Entering Unmasked Estep Score: -8280582.500000 Penalty: 13170.481445 Iteration 30Q: 3 clusters Score -8280582 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 29478 members Entering Unmasked Estep Score: -8280669.000000 Penalty: 13170.481445 Iteration 31Q: 3 clusters Score -8280669 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 29913 members Entering Unmasked Estep Score: -8280753.000000 Penalty: 13170.481445 Iteration 32Q: 3 clusters Score -8280753 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 30335 members Entering Unmasked Estep Score: -8280867.500000 Penalty: 13170.481445 Iteration 33Q: 3 clusters Score -8280868 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 30788 members Entering Unmasked Estep Score: -8280965.500000 Penalty: 13170.481445 Iteration 34Q: 3 clusters Score -8280966 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 31187 members Entering Unmasked Estep Score: -8281029.000000 Penalty: 13170.481445 Iteration 35Q: 3 clusters Score -8281029 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15107 members Mstep: Class 2 contains 31589 members Entering Unmasked Estep Score: -8281112.500000 Penalty: 13170.481445 Iteration 36Q: 3 clusters Score -8281112 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 32015 members Entering Unmasked Estep Score: -8281197.500000 Penalty: 13170.481445 Iteration 37Q: 3 clusters Score -8281198 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14308 members Mstep: Class 2 contains 32388 members Entering Unmasked Estep Score: -8281303.500000 Penalty: 13170.481445 Iteration 38Q: 3 clusters Score -8281304 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 32748 members Entering Unmasked Estep Score: -8281414.000000 Penalty: 13170.481445 Iteration 39Q: 3 clusters Score -8281414 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13575 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -8281465.500000 Penalty: 13170.481445 Iteration 40F: 3 clusters Score -8281466 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Mstep: Class 2 contains 33441 members Entering Unmasked Estep Score: -8281522.500000 Penalty: 13170.481445 Iteration 41Q: 3 clusters Score -8281522 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Mstep: Class 2 contains 33752 members Entering Unmasked Estep Score: -8281569.500000 Penalty: 13170.481445 Iteration 42Q: 3 clusters Score -8281570 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 34073 members Entering Unmasked Estep Score: -8281634.500000 Penalty: 13170.481445 Iteration 43Q: 3 clusters Score -8281634 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 34379 members Entering Unmasked Estep Score: -8281694.500000 Penalty: 13170.481445 Iteration 44Q: 3 clusters Score -8281694 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 34665 members Entering Unmasked Estep Score: -8281745.500000 Penalty: 13170.481445 Iteration 45Q: 3 clusters Score -8281746 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 34974 members Entering Unmasked Estep Score: -8281826.500000 Penalty: 13170.481445 Iteration 46Q: 3 clusters Score -8281826 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 35272 members Entering Unmasked Estep Score: -8281870.000000 Penalty: 13170.481445 Iteration 47Q: 3 clusters Score -8281870 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 35554 members Entering Unmasked Estep Score: -8281928.000000 Penalty: 13170.481445 Iteration 48Q: 3 clusters Score -8281928 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 35807 members Entering Unmasked Estep Score: -8281967.500000 Penalty: 13170.481445 Iteration 49Q: 3 clusters Score -8281968 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 36036 members Entering Unmasked Estep Score: -8282026.000000 Penalty: 13170.481445 Iteration 50Q: 3 clusters Score -8282026 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 36246 members Entering Unmasked Estep Score: -8282055.500000 Penalty: 13170.481445 Iteration 51Q: 3 clusters Score -8282056 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 36449 members Entering Unmasked Estep Score: -8282109.500000 Penalty: 13170.481445 Iteration 52Q: 3 clusters Score -8282110 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 36644 members Entering Unmasked Estep Score: -8282135.500000 Penalty: 13170.481445 Iteration 53Q: 3 clusters Score -8282136 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 36820 members Entering Unmasked Estep Score: -8282150.500000 Penalty: 13170.481445 Iteration 54Q: 3 clusters Score -8282150 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 37004 members Entering Unmasked Estep Score: -8282207.500000 Penalty: 13170.481445 Iteration 55Q: 3 clusters Score -8282208 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 37184 members Entering Unmasked Estep Score: -8282242.500000 Penalty: 13170.481445 Iteration 56Q: 3 clusters Score -8282242 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 37374 members Entering Unmasked Estep Score: -8282272.500000 Penalty: 13170.481445 Iteration 57Q: 3 clusters Score -8282272 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 37560 members Entering Unmasked Estep Score: -8282325.500000 Penalty: 13170.481445 Iteration 58Q: 3 clusters Score -8282326 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 37741 members Entering Unmasked Estep Score: -8282394.000000 Penalty: 13170.481445 Iteration 59Q: 3 clusters Score -8282394 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 37894 members Entering Unmasked Estep Score: -8282410.500000 Penalty: 13170.481445 Iteration 60F: 3 clusters Score -8282410 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 38028 members Entering Unmasked Estep Score: -8282406.500000 Penalty: 13170.481445 Iteration 61Q: 3 clusters Score -8282406 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 38140 members Entering Unmasked Estep Score: -8282427.000000 Penalty: 13170.481445 Iteration 62Q: 3 clusters Score -8282427 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 38250 members Entering Unmasked Estep Score: -8282447.000000 Penalty: 13170.481445 Iteration 63Q: 3 clusters Score -8282447 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 38350 members Entering Unmasked Estep Score: -8282488.000000 Penalty: 13170.481445 Iteration 64Q: 3 clusters Score -8282488 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 38452 members Entering Unmasked Estep Score: -8282512.000000 Penalty: 13170.481445 Iteration 65Q: 3 clusters Score -8282512 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 38542 members Entering Unmasked Estep Score: -8282517.000000 Penalty: 13170.481445 Iteration 66Q: 3 clusters Score -8282517 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 38620 members Entering Unmasked Estep Score: -8282522.500000 Penalty: 13170.481445 Iteration 67Q: 3 clusters Score -8282522 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 38674 members Entering Unmasked Estep Score: -8282534.500000 Penalty: 13170.481445 Iteration 68Q: 3 clusters Score -8282534 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 38736 members Entering Unmasked Estep Score: -8282543.500000 Penalty: 13170.481445 Iteration 69Q: 3 clusters Score -8282544 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 38800 members Entering Unmasked Estep Score: -8282567.500000 Penalty: 13170.481445 Iteration 70Q: 3 clusters Score -8282568 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 38867 members Entering Unmasked Estep Score: -8282559.500000 Penalty: 13170.481445 Iteration 71Q: 3 clusters Score -8282560 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 38933 members Entering Unmasked Estep Score: -8282592.500000 Penalty: 13170.481445 Iteration 72Q: 3 clusters Score -8282592 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 38997 members Entering Unmasked Estep Score: -8282591.000000 Penalty: 13170.481445 Iteration 73Q: 3 clusters Score -8282591 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 39057 members Entering Unmasked Estep Score: -8282623.500000 Penalty: 13170.481445 Iteration 74Q: 3 clusters Score -8282624 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 39101 members Entering Unmasked Estep Score: -8282637.500000 Penalty: 13170.481445 Iteration 75Q: 3 clusters Score -8282638 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -8282626.500000 Penalty: 13170.481445 Iteration 76Q: 3 clusters Score -8282626 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 39186 members Entering Unmasked Estep Score: -8282644.000000 Penalty: 13170.481445 Iteration 77Q: 3 clusters Score -8282644 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 39232 members Entering Unmasked Estep Score: -8282653.000000 Penalty: 13170.481445 Iteration 78Q: 3 clusters Score -8282653 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 39264 members Entering Unmasked Estep Score: -8282662.000000 Penalty: 13170.481445 Iteration 79Q: 3 clusters Score -8282662 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 39298 members Entering Unmasked Estep Score: -8282649.500000 Penalty: 13170.481445 Iteration 80F: 3 clusters Score -8282650 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 39338 members Entering Unmasked Estep Score: -8282687.000000 Penalty: 13170.481445 Iteration 81Q: 3 clusters Score -8282687 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 39378 members Entering Unmasked Estep Score: -8282690.500000 Penalty: 13170.481445 Iteration 82Q: 3 clusters Score -8282690 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 39420 members Entering Unmasked Estep Score: -8282683.500000 Penalty: 13170.481445 Iteration 83Q: 3 clusters Score -8282684 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 39461 members Entering Unmasked Estep Score: -8282691.500000 Penalty: 13170.481445 Iteration 84Q: 3 clusters Score -8282692 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 39492 members Entering Unmasked Estep Score: -8282704.000000 Penalty: 13170.481445 Iteration 85Q: 3 clusters Score -8282704 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 39527 members Entering Unmasked Estep Score: -8282706.000000 Penalty: 13170.481445 Iteration 86Q: 3 clusters Score -8282706 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 39554 members Entering Unmasked Estep Score: -8282699.000000 Penalty: 13170.481445 Iteration 87Q: 3 clusters Score -8282699 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 39586 members Entering Unmasked Estep Score: -8282694.000000 Penalty: 13170.481445 Iteration 88Q: 3 clusters Score -8282694 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 39618 members Entering Unmasked Estep Score: -8282704.500000 Penalty: 13170.481445 Iteration 89Q: 3 clusters Score -8282704 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 39643 members Entering Unmasked Estep Score: -8282711.500000 Penalty: 13170.481445 Iteration 90Q: 3 clusters Score -8282712 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 39664 members Entering Unmasked Estep Score: -8282736.500000 Penalty: 13170.481445 Iteration 91Q: 3 clusters Score -8282736 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 39685 members Entering Unmasked Estep Score: -8282745.500000 Penalty: 13170.481445 Iteration 92Q: 3 clusters Score -8282746 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 39704 members Entering Unmasked Estep Score: -8282750.000000 Penalty: 13170.481445 Iteration 93Q: 3 clusters Score -8282750 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 39719 members Entering Unmasked Estep Score: -8282744.500000 Penalty: 13170.481445 Iteration 94Q: 3 clusters Score -8282744 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 39745 members Entering Unmasked Estep Score: -8282751.000000 Penalty: 13170.481445 Iteration 95Q: 3 clusters Score -8282751 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 39769 members Entering Unmasked Estep Score: -8282758.500000 Penalty: 13170.481445 Iteration 96Q: 3 clusters Score -8282758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 39781 members Entering Unmasked Estep Score: -8282765.500000 Penalty: 13170.481445 Iteration 97Q: 3 clusters Score -8282766 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 39795 members Entering Unmasked Estep Score: -8282751.500000 Penalty: 13170.481445 Iteration 98Q: 3 clusters Score -8282752 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 39817 members Entering Unmasked Estep Score: -8282753.000000 Penalty: 13170.481445 Iteration 99Q: 3 clusters Score -8282753 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 39847 members Entering Unmasked Estep Score: -8282749.000000 Penalty: 13170.481445 Iteration 100F: 3 clusters Score -8282749 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 39868 members Entering Unmasked Estep Score: -8282756.500000 Penalty: 13170.481445 Iteration 101Q: 3 clusters Score -8282756 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 39892 members Entering Unmasked Estep Score: -8282742.500000 Penalty: 13170.481445 Iteration 102Q: 3 clusters Score -8282742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 39918 members Entering Unmasked Estep Score: -8282748.500000 Penalty: 13170.481445 Iteration 103Q: 3 clusters Score -8282748 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 39943 members Entering Unmasked Estep Score: -8282764.000000 Penalty: 13170.481445 Iteration 104Q: 3 clusters Score -8282764 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 39963 members Entering Unmasked Estep Score: -8282769.500000 Penalty: 13170.481445 Iteration 105Q: 3 clusters Score -8282770 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 39985 members Entering Unmasked Estep Score: -8282772.000000 Penalty: 13170.481445 Iteration 106Q: 3 clusters Score -8282772 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 40012 members Entering Unmasked Estep Score: -8282772.000000 Penalty: 13170.481445 Iteration 107Q: 3 clusters Score -8282772 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 40032 members Entering Unmasked Estep Score: -8282778.000000 Penalty: 13170.481445 Iteration 108Q: 3 clusters Score -8282778 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 40047 members Entering Unmasked Estep Score: -8282773.000000 Penalty: 13170.481445 Iteration 109Q: 3 clusters Score -8282773 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 40063 members Entering Unmasked Estep Score: -8282784.000000 Penalty: 13170.481445 Iteration 110Q: 3 clusters Score -8282784 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 40076 members Entering Unmasked Estep Score: -8282780.500000 Penalty: 13170.481445 Iteration 111Q: 3 clusters Score -8282780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 40088 members Entering Unmasked Estep Score: -8282778.500000 Penalty: 13170.481445 Iteration 112Q: 3 clusters Score -8282778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 40096 members Entering Unmasked Estep Score: -8282776.500000 Penalty: 13170.481445 Iteration 113Q: 3 clusters Score -8282776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 40105 members Entering Unmasked Estep Score: -8282786.500000 Penalty: 13170.481445 Iteration 114Q: 3 clusters Score -8282786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 40112 members Entering Unmasked Estep Score: -8282783.500000 Penalty: 13170.481445 Iteration 115Q: 3 clusters Score -8282784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 40118 members Entering Unmasked Estep Score: -8282788.000000 Penalty: 13170.481445 Iteration 116Q: 3 clusters Score -8282788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 40120 members Entering Unmasked Estep Score: -8282784.000000 Penalty: 13170.481445 Iteration 117Q: 3 clusters Score -8282784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 40124 members Entering Unmasked Estep Score: -8282793.500000 Penalty: 13170.481445 Iteration 118Q: 3 clusters Score -8282794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 40131 members Entering Unmasked Estep Score: -8282801.500000 Penalty: 13170.481445 Iteration 119Q: 3 clusters Score -8282802 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 40142 members Entering Unmasked Estep Score: -8282797.000000 Penalty: 13170.481445 Iteration 120F: 3 clusters Score -8282797 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 40144 members Entering Unmasked Estep Score: -8282792.500000 Penalty: 13170.481445 Iteration 121Q: 3 clusters Score -8282792 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 40150 members Entering Unmasked Estep Score: -8282807.500000 Penalty: 13170.481445 Iteration 122Q: 3 clusters Score -8282808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 40157 members Entering Unmasked Estep Score: -8282807.500000 Penalty: 13170.481445 Iteration 123Q: 3 clusters Score -8282808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 40161 members Entering Unmasked Estep Score: -8282796.000000 Penalty: 13170.481445 Iteration 124Q: 3 clusters Score -8282796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 40165 members Entering Unmasked Estep Score: -8282795.500000 Penalty: 13170.481445 Iteration 125Q: 3 clusters Score -8282796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 40172 members Entering Unmasked Estep Score: -8282800.000000 Penalty: 13170.481445 Iteration 126Q: 3 clusters Score -8282800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 40180 members Entering Unmasked Estep Score: -8282806.500000 Penalty: 13170.481445 Iteration 127Q: 3 clusters Score -8282806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 40189 members Entering Unmasked Estep Score: -8282802.000000 Penalty: 13170.481445 Iteration 128Q: 3 clusters Score -8282802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 40199 members Entering Unmasked Estep Score: -8282791.000000 Penalty: 13170.481445 Iteration 129Q: 3 clusters Score -8282791 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 40206 members Entering Unmasked Estep Score: -8282788.000000 Penalty: 13170.481445 Iteration 130Q: 3 clusters Score -8282788 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 40214 members Entering Unmasked Estep Score: -8282793.500000 Penalty: 13170.481445 Iteration 131Q: 3 clusters Score -8282794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 40222 members Entering Unmasked Estep Score: -8282801.500000 Penalty: 13170.481445 Iteration 132Q: 3 clusters Score -8282802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 40224 members Entering Unmasked Estep Score: -8282789.500000 Penalty: 13170.481445 Iteration 133Q: 3 clusters Score -8282790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 40228 members Entering Unmasked Estep Score: -8282790.000000 Penalty: 13170.481445 Iteration 134Q: 3 clusters Score -8282790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 40232 members Entering Unmasked Estep Score: -8282790.000000 Penalty: 13170.481445 Iteration 135Q: 3 clusters Score -8282790 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 40237 members Entering Unmasked Estep Score: -8282781.500000 Penalty: 13170.481445 Iteration 136Q: 3 clusters Score -8282782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 40244 members Entering Unmasked Estep Score: -8282792.000000 Penalty: 13170.481445 Iteration 137Q: 3 clusters Score -8282792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 40251 members Entering Unmasked Estep Score: -8282806.500000 Penalty: 13170.481445 Iteration 138Q: 3 clusters Score -8282806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 40254 members Entering Unmasked Estep Score: -8282800.500000 Penalty: 13170.481445 Iteration 139Q: 3 clusters Score -8282800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 40265 members Entering Unmasked Estep Score: -8282822.500000 Penalty: 13170.481445 Iteration 140F: 3 clusters Score -8282822 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 40280 members Entering Unmasked Estep Score: -8282803.500000 Penalty: 13170.481445 Iteration 141Q: 3 clusters Score -8282804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 40289 members Entering Unmasked Estep Score: -8282811.000000 Penalty: 13170.481445 Iteration 142Q: 3 clusters Score -8282811 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 40296 members Entering Unmasked Estep Score: -8282809.500000 Penalty: 13170.481445 Iteration 143Q: 3 clusters Score -8282810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 40302 members Entering Unmasked Estep Score: -8282805.500000 Penalty: 13170.481445 Iteration 144Q: 3 clusters Score -8282806 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 40308 members Entering Unmasked Estep Score: -8282800.000000 Penalty: 13170.481445 Iteration 145Q: 3 clusters Score -8282800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 40318 members Entering Unmasked Estep Score: -8282817.000000 Penalty: 13170.481445 Iteration 146Q: 3 clusters Score -8282817 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 40328 members Entering Unmasked Estep Score: -8282822.000000 Penalty: 13170.481445 Iteration 147Q: 3 clusters Score -8282822 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 40342 members Entering Unmasked Estep Score: -8282823.000000 Penalty: 13170.481445 Iteration 148Q: 3 clusters Score -8282823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 40351 members Entering Unmasked Estep Score: -8282828.000000 Penalty: 13170.481445 Iteration 149Q: 3 clusters Score -8282828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 40358 members Entering Unmasked Estep Score: -8282830.500000 Penalty: 13170.481445 Iteration 150Q: 3 clusters Score -8282830 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 40365 members Entering Unmasked Estep Score: -8282823.500000 Penalty: 13170.481445 Iteration 151Q: 3 clusters Score -8282824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 40372 members Entering Unmasked Estep Score: -8282829.500000 Penalty: 13170.481445 Iteration 152Q: 3 clusters Score -8282830 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 40383 members Entering Unmasked Estep Score: -8282819.500000 Penalty: 13170.481445 Iteration 153Q: 3 clusters Score -8282820 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 40392 members Entering Unmasked Estep Score: -8282816.000000 Penalty: 13170.481445 Iteration 154Q: 3 clusters Score -8282816 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 40411 members Entering Unmasked Estep Score: -8282811.500000 Penalty: 13170.481445 Iteration 155Q: 3 clusters Score -8282812 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 40416 members Entering Unmasked Estep Score: -8282824.000000 Penalty: 13170.481445 Iteration 156Q: 3 clusters Score -8282824 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 40418 members Entering Unmasked Estep Score: -8282836.000000 Penalty: 13170.481445 Iteration 157Q: 3 clusters Score -8282836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 40426 members Entering Unmasked Estep Score: -8282831.000000 Penalty: 13170.481445 Iteration 158Q: 3 clusters Score -8282831 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 40437 members Entering Unmasked Estep Score: -8282840.500000 Penalty: 13170.481445 Iteration 159Q: 3 clusters Score -8282840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 40443 members Entering Unmasked Estep Score: -8282832.500000 Penalty: 13170.481445 Iteration 160F: 3 clusters Score -8282832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 40449 members Entering Unmasked Estep Score: -8282839.000000 Penalty: 13170.481445 Iteration 161Q: 3 clusters Score -8282839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 40454 members Entering Unmasked Estep Score: -8282840.500000 Penalty: 13170.481445 Iteration 162Q: 3 clusters Score -8282840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 40458 members Entering Unmasked Estep Score: -8282842.500000 Penalty: 13170.481445 Iteration 163Q: 3 clusters Score -8282842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 40458 members Entering Unmasked Estep Score: -8282842.500000 Penalty: 13170.481445 Iteration 164F: 3 clusters Score -8282842 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (97605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97605 members Entering Unmasked Estep Score: -17413126.000000 Penalty: 7036.818848 Iteration 0F: 2 clusters Score -1.741313e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48742 members Mstep: Class 2 contains 48863 members Entering Unmasked Estep Score: -17346650.000000 Penalty: 14073.637695 Iteration 0F: 3 clusters Score -1.734665e+07 nChanged 44567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48717 members Mstep: Class 2 contains 48888 members Entering Unmasked Estep Score: -17370588.000000 Penalty: 14073.637695 Iteration 1F: 3 clusters Score -1.737059e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48721 members Mstep: Class 2 contains 48884 members Entering Unmasked Estep Score: -17371710.000000 Penalty: 14073.637695 Iteration 2Q: 3 clusters Score -1.737171e+07 nChanged 3617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48802 members Mstep: Class 2 contains 48803 members Entering Unmasked Estep Score: -17372560.000000 Penalty: 14073.637695 Iteration 3Q: 3 clusters Score -1.737256e+07 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48987 members Mstep: Class 2 contains 48618 members Entering Unmasked Estep Score: -17373440.000000 Penalty: 14073.637695 Iteration 4Q: 3 clusters Score -1.737344e+07 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49212 members Mstep: Class 2 contains 48393 members Entering Unmasked Estep Score: -17374428.000000 Penalty: 14073.637695 Iteration 5Q: 3 clusters Score -1.737443e+07 nChanged 3436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49626 members Mstep: Class 2 contains 47979 members Entering Unmasked Estep Score: -17375606.000000 Penalty: 14073.637695 Iteration 6Q: 3 clusters Score -1.737561e+07 nChanged 3767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50151 members Mstep: Class 2 contains 47454 members Entering Unmasked Estep Score: -17376910.000000 Penalty: 14073.637695 Iteration 7Q: 3 clusters Score -1.737691e+07 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50869 members Mstep: Class 2 contains 46736 members Entering Unmasked Estep Score: -17378556.000000 Penalty: 14073.637695 Iteration 8Q: 3 clusters Score -1.737856e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51816 members Mstep: Class 2 contains 45789 members Entering Unmasked Estep Score: -17380314.000000 Penalty: 14073.637695 Iteration 9Q: 3 clusters Score -1.738031e+07 nChanged 4512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53086 members Mstep: Class 2 contains 44519 members Entering Unmasked Estep Score: -17382214.000000 Penalty: 14073.637695 Iteration 10Q: 3 clusters Score -1.738221e+07 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54540 members Mstep: Class 2 contains 43065 members Entering Unmasked Estep Score: -17383962.000000 Penalty: 14073.637695 Iteration 11Q: 3 clusters Score -1.738396e+07 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56194 members Mstep: Class 2 contains 41411 members Entering Unmasked Estep Score: -17385382.000000 Penalty: 14073.637695 Iteration 12Q: 3 clusters Score -1.738538e+07 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57828 members Mstep: Class 2 contains 39777 members Entering Unmasked Estep Score: -17386538.000000 Penalty: 14073.637695 Iteration 13Q: 3 clusters Score -1.738654e+07 nChanged 3099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59677 members Mstep: Class 2 contains 37928 members Entering Unmasked Estep Score: -17387372.000000 Penalty: 14073.637695 Iteration 14Q: 3 clusters Score -1.738737e+07 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61634 members Mstep: Class 2 contains 35971 members Entering Unmasked Estep Score: -17388204.000000 Penalty: 14073.637695 Iteration 15Q: 3 clusters Score -1.73882e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63864 members Mstep: Class 2 contains 33741 members Entering Unmasked Estep Score: -17389002.000000 Penalty: 14073.637695 Iteration 16Q: 3 clusters Score -1.7389e+07 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66333 members Mstep: Class 2 contains 31272 members Entering Unmasked Estep Score: -17389914.000000 Penalty: 14073.637695 Iteration 17Q: 3 clusters Score -1.738991e+07 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69075 members Mstep: Class 2 contains 28530 members Entering Unmasked Estep Score: -17391080.000000 Penalty: 14073.637695 Iteration 18Q: 3 clusters Score -1.739108e+07 nChanged 3017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72072 members Mstep: Class 2 contains 25533 members Entering Unmasked Estep Score: -17392390.000000 Penalty: 14073.637695 Iteration 19Q: 3 clusters Score -1.739239e+07 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75291 members Mstep: Class 2 contains 22314 members Entering Unmasked Estep Score: -17393956.000000 Penalty: 14073.637695 Iteration 20F: 3 clusters Score -1.739396e+07 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78705 members Mstep: Class 2 contains 18900 members Entering Unmasked Estep Score: -17395664.000000 Penalty: 14073.637695 Iteration 21Q: 3 clusters Score -1.739566e+07 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81994 members Mstep: Class 2 contains 15611 members Entering Unmasked Estep Score: -17397552.000000 Penalty: 14073.637695 Iteration 22Q: 3 clusters Score -1.739755e+07 nChanged 3101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85091 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -17399402.000000 Penalty: 14073.637695 Iteration 23Q: 3 clusters Score -1.73994e+07 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87859 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -17401294.000000 Penalty: 14073.637695 Iteration 24Q: 3 clusters Score -1.740129e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90160 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -17402690.000000 Penalty: 14073.637695 Iteration 25Q: 3 clusters Score -1.740269e+07 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91917 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -17403880.000000 Penalty: 14073.637695 Iteration 26Q: 3 clusters Score -1.740388e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93210 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -17404886.000000 Penalty: 14073.637695 Iteration 27Q: 3 clusters Score -1.740489e+07 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94087 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -17405450.000000 Penalty: 14073.637695 Iteration 28Q: 3 clusters Score -1.740545e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94704 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -17405910.000000 Penalty: 14073.637695 Iteration 29Q: 3 clusters Score -1.740591e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95102 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -17406206.000000 Penalty: 14073.637695 Iteration 30Q: 3 clusters Score -1.740621e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95419 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -17406402.000000 Penalty: 14073.637695 Iteration 31Q: 3 clusters Score -1.74064e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95634 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -17406580.000000 Penalty: 14073.637695 Iteration 32Q: 3 clusters Score -1.740658e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95800 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -17406720.000000 Penalty: 14073.637695 Iteration 33Q: 3 clusters Score -1.740672e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95945 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -17406864.000000 Penalty: 14073.637695 Iteration 34Q: 3 clusters Score -1.740686e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96033 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -17406948.000000 Penalty: 14073.637695 Iteration 35Q: 3 clusters Score -1.740695e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96092 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -17407000.000000 Penalty: 14073.637695 Iteration 36Q: 3 clusters Score -1.7407e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96144 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -17407062.000000 Penalty: 14073.637695 Iteration 37Q: 3 clusters Score -1.740706e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96174 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -17407094.000000 Penalty: 14073.637695 Iteration 38Q: 3 clusters Score -1.740709e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96199 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -17407110.000000 Penalty: 14073.637695 Iteration 39Q: 3 clusters Score -1.740711e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96217 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -17407130.000000 Penalty: 14073.637695 Iteration 40F: 3 clusters Score -1.740713e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96225 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -17407142.000000 Penalty: 14073.637695 Iteration 41Q: 3 clusters Score -1.740714e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96235 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -17407158.000000 Penalty: 14073.637695 Iteration 42Q: 3 clusters Score -1.740716e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96247 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -17407172.000000 Penalty: 14073.637695 Iteration 43Q: 3 clusters Score -1.740717e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96258 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -17407166.000000 Penalty: 14073.637695 Iteration 44Q: 3 clusters Score -1.740717e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96267 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -17407168.000000 Penalty: 14073.637695 Iteration 45Q: 3 clusters Score -1.740717e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96274 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -17407180.000000 Penalty: 14073.637695 Iteration 46Q: 3 clusters Score -1.740718e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96279 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -17407202.000000 Penalty: 14073.637695 Iteration 47Q: 3 clusters Score -1.74072e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96283 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -17407204.000000 Penalty: 14073.637695 Iteration 48Q: 3 clusters Score -1.74072e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96288 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -17407218.000000 Penalty: 14073.637695 Iteration 49Q: 3 clusters Score -1.740722e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96289 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -17407228.000000 Penalty: 14073.637695 Iteration 50Q: 3 clusters Score -1.740723e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96299 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -17407224.000000 Penalty: 14073.637695 Iteration 51Q: 3 clusters Score -1.740722e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96307 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -17407238.000000 Penalty: 14073.637695 Iteration 52Q: 3 clusters Score -1.740724e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96314 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -17407230.000000 Penalty: 14073.637695 Iteration 53Q: 3 clusters Score -1.740723e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96316 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -17407218.000000 Penalty: 14073.637695 Iteration 54Q: 3 clusters Score -1.740722e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96320 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -17407220.000000 Penalty: 14073.637695 Iteration 55Q: 3 clusters Score -1.740722e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96320 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -17407222.000000 Penalty: 14073.637695 Iteration 56Q: 3 clusters Score -1.740722e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96319 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -17407222.000000 Penalty: 14073.637695 Iteration 57Q: 3 clusters Score -1.740722e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96321 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -17407234.000000 Penalty: 14073.637695 Iteration 58Q: 3 clusters Score -1.740723e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96322 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -17407238.000000 Penalty: 14073.637695 Iteration 59Q: 3 clusters Score -1.740724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96322 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -17407236.000000 Penalty: 14073.637695 Iteration 60F: 3 clusters Score -1.740724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96323 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -17407238.000000 Penalty: 14073.637695 Iteration 61Q: 3 clusters Score -1.740724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96324 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -17407234.000000 Penalty: 14073.637695 Iteration 62Q: 3 clusters Score -1.740723e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96329 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -17407242.000000 Penalty: 14073.637695 Iteration 63Q: 3 clusters Score -1.740724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96332 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -17407240.000000 Penalty: 14073.637695 Iteration 64Q: 3 clusters Score -1.740724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96334 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -17407236.000000 Penalty: 14073.637695 Iteration 65Q: 3 clusters Score -1.740724e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96335 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -17407250.000000 Penalty: 14073.637695 Iteration 66Q: 3 clusters Score -1.740725e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96334 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -17407238.000000 Penalty: 14073.637695 Iteration 67Q: 3 clusters Score -1.740724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96335 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -17407246.000000 Penalty: 14073.637695 Iteration 68Q: 3 clusters Score -1.740725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96337 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -17407246.000000 Penalty: 14073.637695 Iteration 69Q: 3 clusters Score -1.740725e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96338 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -17407242.000000 Penalty: 14073.637695 Iteration 70Q: 3 clusters Score -1.740724e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96339 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -17407258.000000 Penalty: 14073.637695 Iteration 71Q: 3 clusters Score -1.740726e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96339 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -17407258.000000 Penalty: 14073.637695 Iteration 72F: 3 clusters Score -1.740726e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Entering Unmasked Estep Score: -1090528.000000 Penalty: 5346.260254 Iteration 0F: 2 clusters Score -1090528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1082649.375000 Penalty: 10692.520508 Iteration 0F: 3 clusters Score -1082649 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1084068.750000 Penalty: 10692.520508 Iteration 1F: 3 clusters Score -1084069 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1084453.750000 Penalty: 10692.520508 Iteration 2F: 3 clusters Score -1084454 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1084662.375000 Penalty: 10692.520508 Iteration 3Q: 3 clusters Score -1084662 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1084820.500000 Penalty: 10692.520508 Iteration 4Q: 3 clusters Score -1084820 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1084927.500000 Penalty: 10692.520508 Iteration 5Q: 3 clusters Score -1084928 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -1085049.375000 Penalty: 10692.520508 Iteration 6Q: 3 clusters Score -1085049 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1085199.250000 Penalty: 10692.520508 Iteration 7Q: 3 clusters Score -1085199 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1085339.750000 Penalty: 10692.520508 Iteration 8Q: 3 clusters Score -1085340 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1085502.875000 Penalty: 10692.520508 Iteration 9Q: 3 clusters Score -1085503 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1085663.875000 Penalty: 10692.520508 Iteration 10Q: 3 clusters Score -1085664 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1085829.125000 Penalty: 10692.520508 Iteration 11Q: 3 clusters Score -1085829 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1085984.375000 Penalty: 10692.520508 Iteration 12Q: 3 clusters Score -1085984 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1086135.875000 Penalty: 10692.520508 Iteration 13Q: 3 clusters Score -1086136 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1086280.375000 Penalty: 10692.520508 Iteration 14Q: 3 clusters Score -1086280 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1086398.000000 Penalty: 10692.520508 Iteration 15Q: 3 clusters Score -1086398 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1086503.750000 Penalty: 10692.520508 Iteration 16Q: 3 clusters Score -1086504 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1086594.375000 Penalty: 10692.520508 Iteration 17Q: 3 clusters Score -1086594 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1086658.500000 Penalty: 10692.520508 Iteration 18Q: 3 clusters Score -1086658 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1086712.500000 Penalty: 10692.520508 Iteration 19Q: 3 clusters Score -1086712 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1086754.875000 Penalty: 10692.520508 Iteration 20F: 3 clusters Score -1086755 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1086799.375000 Penalty: 10692.520508 Iteration 21Q: 3 clusters Score -1086799 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1086823.000000 Penalty: 10692.520508 Iteration 22Q: 3 clusters Score -1086823 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1086837.250000 Penalty: 10692.520508 Iteration 23Q: 3 clusters Score -1086837 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1086850.750000 Penalty: 10692.520508 Iteration 24Q: 3 clusters Score -1086851 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1086863.000000 Penalty: 10692.520508 Iteration 25Q: 3 clusters Score -1086863 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1086873.125000 Penalty: 10692.520508 Iteration 26Q: 3 clusters Score -1086873 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1086887.625000 Penalty: 10692.520508 Iteration 27Q: 3 clusters Score -1086888 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1086897.625000 Penalty: 10692.520508 Iteration 28Q: 3 clusters Score -1086898 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1086908.875000 Penalty: 10692.520508 Iteration 29Q: 3 clusters Score -1086909 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -1086923.500000 Penalty: 10692.520508 Iteration 30Q: 3 clusters Score -1086924 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1086932.875000 Penalty: 10692.520508 Iteration 31Q: 3 clusters Score -1086933 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -1086935.125000 Penalty: 10692.520508 Iteration 32Q: 3 clusters Score -1086935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1086937.125000 Penalty: 10692.520508 Iteration 33Q: 3 clusters Score -1086937 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1086942.000000 Penalty: 10692.520508 Iteration 34Q: 3 clusters Score -1086942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1086943.625000 Penalty: 10692.520508 Iteration 35Q: 3 clusters Score -1086944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1086946.625000 Penalty: 10692.520508 Iteration 36Q: 3 clusters Score -1086947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1086946.500000 Penalty: 10692.520508 Iteration 37Q: 3 clusters Score -1086946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1086948.125000 Penalty: 10692.520508 Iteration 38Q: 3 clusters Score -1086948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1086948.125000 Penalty: 10692.520508 Iteration 39F: 3 clusters Score -1086948 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (18511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18511 members Entering Unmasked Estep Score: -3293233.750000 Penalty: 6018.498535 Iteration 0F: 2 clusters Score -3293234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -3277698.250000 Penalty: 12036.997070 Iteration 0F: 3 clusters Score -3277698 nChanged 7425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -3281571.000000 Penalty: 12036.997070 Iteration 1F: 3 clusters Score -3281571 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -3282152.500000 Penalty: 12036.997070 Iteration 2F: 3 clusters Score -3282152 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -3282584.250000 Penalty: 12036.997070 Iteration 3F: 3 clusters Score -3282584 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -3282888.750000 Penalty: 12036.997070 Iteration 4Q: 3 clusters Score -3282889 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -3283143.000000 Penalty: 12036.997070 Iteration 5Q: 3 clusters Score -3283143 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -3283346.500000 Penalty: 12036.997070 Iteration 6Q: 3 clusters Score -3283346 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -3283554.500000 Penalty: 12036.997070 Iteration 7Q: 3 clusters Score -3283554 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -3283753.000000 Penalty: 12036.997070 Iteration 8Q: 3 clusters Score -3283753 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -3283979.250000 Penalty: 12036.997070 Iteration 9Q: 3 clusters Score -3283979 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -3284232.250000 Penalty: 12036.997070 Iteration 10Q: 3 clusters Score -3284232 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -3284467.000000 Penalty: 12036.997070 Iteration 11Q: 3 clusters Score -3284467 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12612 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -3284754.750000 Penalty: 12036.997070 Iteration 12Q: 3 clusters Score -3284755 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -3285016.250000 Penalty: 12036.997070 Iteration 13Q: 3 clusters Score -3285016 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13582 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -3285330.750000 Penalty: 12036.997070 Iteration 14Q: 3 clusters Score -3285331 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -3285652.000000 Penalty: 12036.997070 Iteration 15Q: 3 clusters Score -3285652 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -3285942.000000 Penalty: 12036.997070 Iteration 16Q: 3 clusters Score -3285942 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14942 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -3286241.500000 Penalty: 12036.997070 Iteration 17Q: 3 clusters Score -3286242 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -3286499.250000 Penalty: 12036.997070 Iteration 18Q: 3 clusters Score -3286499 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -3286742.000000 Penalty: 12036.997070 Iteration 19Q: 3 clusters Score -3286742 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -3286952.000000 Penalty: 12036.997070 Iteration 20F: 3 clusters Score -3286952 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -3287127.750000 Penalty: 12036.997070 Iteration 21Q: 3 clusters Score -3287128 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -3287264.000000 Penalty: 12036.997070 Iteration 22Q: 3 clusters Score -3287264 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -3287384.000000 Penalty: 12036.997070 Iteration 23Q: 3 clusters Score -3287384 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16722 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -3287465.250000 Penalty: 12036.997070 Iteration 24Q: 3 clusters Score -3287465 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16847 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -3287565.750000 Penalty: 12036.997070 Iteration 25Q: 3 clusters Score -3287566 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16940 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -3287630.750000 Penalty: 12036.997070 Iteration 26Q: 3 clusters Score -3287631 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17017 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3287691.000000 Penalty: 12036.997070 Iteration 27Q: 3 clusters Score -3287691 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17074 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -3287719.750000 Penalty: 12036.997070 Iteration 28Q: 3 clusters Score -3287720 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -3287751.000000 Penalty: 12036.997070 Iteration 29Q: 3 clusters Score -3287751 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17159 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -3287782.250000 Penalty: 12036.997070 Iteration 30Q: 3 clusters Score -3287782 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -3287803.000000 Penalty: 12036.997070 Iteration 31Q: 3 clusters Score -3287803 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17209 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -3287819.250000 Penalty: 12036.997070 Iteration 32Q: 3 clusters Score -3287819 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -3287832.000000 Penalty: 12036.997070 Iteration 33Q: 3 clusters Score -3287832 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -3287841.000000 Penalty: 12036.997070 Iteration 34Q: 3 clusters Score -3287841 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17257 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -3287844.250000 Penalty: 12036.997070 Iteration 35Q: 3 clusters Score -3287844 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -3287854.000000 Penalty: 12036.997070 Iteration 36Q: 3 clusters Score -3287854 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -3287858.500000 Penalty: 12036.997070 Iteration 37Q: 3 clusters Score -3287858 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17287 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -3287866.500000 Penalty: 12036.997070 Iteration 38Q: 3 clusters Score -3287866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17298 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3287875.500000 Penalty: 12036.997070 Iteration 39Q: 3 clusters Score -3287876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -3287888.500000 Penalty: 12036.997070 Iteration 40F: 3 clusters Score -3287888 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -3287896.000000 Penalty: 12036.997070 Iteration 41Q: 3 clusters Score -3287896 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -3287907.500000 Penalty: 12036.997070 Iteration 42Q: 3 clusters Score -3287908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17330 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -3287905.750000 Penalty: 12036.997070 Iteration 43Q: 3 clusters Score -3287906 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -3287913.000000 Penalty: 12036.997070 Iteration 44Q: 3 clusters Score -3287913 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17340 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -3287912.750000 Penalty: 12036.997070 Iteration 45Q: 3 clusters Score -3287913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17344 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -3287916.250000 Penalty: 12036.997070 Iteration 46Q: 3 clusters Score -3287916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17347 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -3287914.250000 Penalty: 12036.997070 Iteration 47Q: 3 clusters Score -3287914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17350 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -3287921.750000 Penalty: 12036.997070 Iteration 48Q: 3 clusters Score -3287922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17351 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -3287915.750000 Penalty: 12036.997070 Iteration 49Q: 3 clusters Score -3287916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -3287916.250000 Penalty: 12036.997070 Iteration 50Q: 3 clusters Score -3287916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17357 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -3287921.750000 Penalty: 12036.997070 Iteration 51Q: 3 clusters Score -3287922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -3287925.750000 Penalty: 12036.997070 Iteration 52Q: 3 clusters Score -3287926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17371 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -3287928.250000 Penalty: 12036.997070 Iteration 53Q: 3 clusters Score -3287928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17377 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -3287935.750000 Penalty: 12036.997070 Iteration 54Q: 3 clusters Score -3287936 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17384 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3287945.000000 Penalty: 12036.997070 Iteration 55Q: 3 clusters Score -3287945 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17394 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -3287963.250000 Penalty: 12036.997070 Iteration 56Q: 3 clusters Score -3287963 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3287970.000000 Penalty: 12036.997070 Iteration 57Q: 3 clusters Score -3287970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3287972.000000 Penalty: 12036.997070 Iteration 58Q: 3 clusters Score -3287972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3287983.750000 Penalty: 12036.997070 Iteration 59Q: 3 clusters Score -3287984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17413 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -3287983.750000 Penalty: 12036.997070 Iteration 60F: 3 clusters Score -3287984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17416 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -3287984.500000 Penalty: 12036.997070 Iteration 61Q: 3 clusters Score -3287984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -3287984.000000 Penalty: 12036.997070 Iteration 62Q: 3 clusters Score -3287984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -3287984.000000 Penalty: 12036.997070 Iteration 63F: 3 clusters Score -3287984 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (19037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Entering Unmasked Estep Score: -3314682.000000 Penalty: 6035.660156 Iteration 0F: 2 clusters Score -3314682 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -3298782.000000 Penalty: 12071.320312 Iteration 0F: 3 clusters Score -3298782 nChanged 7646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -3302953.250000 Penalty: 12071.320312 Iteration 1F: 3 clusters Score -3302953 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -3303615.500000 Penalty: 12071.320312 Iteration 2F: 3 clusters Score -3303616 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -3304151.000000 Penalty: 12071.320312 Iteration 3F: 3 clusters Score -3304151 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -3304709.500000 Penalty: 12071.320312 Iteration 4Q: 3 clusters Score -3304710 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -3305366.500000 Penalty: 12071.320312 Iteration 5Q: 3 clusters Score -3305366 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -3306132.250000 Penalty: 12071.320312 Iteration 6Q: 3 clusters Score -3306132 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -3306872.750000 Penalty: 12071.320312 Iteration 7F: 3 clusters Score -3306873 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -3307514.500000 Penalty: 12071.320312 Iteration 8F: 3 clusters Score -3307514 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12050 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -3308127.250000 Penalty: 12071.320312 Iteration 9Q: 3 clusters Score -3308127 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -3308752.500000 Penalty: 12071.320312 Iteration 10Q: 3 clusters Score -3308752 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -3309373.000000 Penalty: 12071.320312 Iteration 11Q: 3 clusters Score -3309373 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -3309923.250000 Penalty: 12071.320312 Iteration 12Q: 3 clusters Score -3309923 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14618 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -3310414.500000 Penalty: 12071.320312 Iteration 13Q: 3 clusters Score -3310414 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15095 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -3310840.750000 Penalty: 12071.320312 Iteration 14Q: 3 clusters Score -3310841 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -3311162.750000 Penalty: 12071.320312 Iteration 15Q: 3 clusters Score -3311163 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -3311417.250000 Penalty: 12071.320312 Iteration 16Q: 3 clusters Score -3311417 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -3311636.250000 Penalty: 12071.320312 Iteration 17Q: 3 clusters Score -3311636 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16246 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -3311792.500000 Penalty: 12071.320312 Iteration 18Q: 3 clusters Score -3311792 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -3311902.750000 Penalty: 12071.320312 Iteration 19Q: 3 clusters Score -3311903 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16545 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -3312009.250000 Penalty: 12071.320312 Iteration 20F: 3 clusters Score -3312009 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -3312090.750000 Penalty: 12071.320312 Iteration 21Q: 3 clusters Score -3312091 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -3312151.000000 Penalty: 12071.320312 Iteration 22Q: 3 clusters Score -3312151 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16801 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -3312186.000000 Penalty: 12071.320312 Iteration 23Q: 3 clusters Score -3312186 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16850 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -3312207.250000 Penalty: 12071.320312 Iteration 24Q: 3 clusters Score -3312207 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -3312226.750000 Penalty: 12071.320312 Iteration 25Q: 3 clusters Score -3312227 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -3312260.500000 Penalty: 12071.320312 Iteration 26Q: 3 clusters Score -3312260 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -3312280.750000 Penalty: 12071.320312 Iteration 27Q: 3 clusters Score -3312281 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16967 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -3312291.500000 Penalty: 12071.320312 Iteration 28Q: 3 clusters Score -3312292 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -3312300.750000 Penalty: 12071.320312 Iteration 29Q: 3 clusters Score -3312301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -3312303.250000 Penalty: 12071.320312 Iteration 30Q: 3 clusters Score -3312303 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17004 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -3312308.250000 Penalty: 12071.320312 Iteration 31Q: 3 clusters Score -3312308 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17017 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -3312309.250000 Penalty: 12071.320312 Iteration 32Q: 3 clusters Score -3312309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -3312315.250000 Penalty: 12071.320312 Iteration 33Q: 3 clusters Score -3312315 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -3312319.750000 Penalty: 12071.320312 Iteration 34Q: 3 clusters Score -3312320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17035 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -3312317.250000 Penalty: 12071.320312 Iteration 35Q: 3 clusters Score -3312317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17040 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -3312317.000000 Penalty: 12071.320312 Iteration 36Q: 3 clusters Score -3312317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -3312322.000000 Penalty: 12071.320312 Iteration 37Q: 3 clusters Score -3312322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17046 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -3312322.000000 Penalty: 12071.320312 Iteration 38Q: 3 clusters Score -3312322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17052 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -3312324.250000 Penalty: 12071.320312 Iteration 39Q: 3 clusters Score -3312324 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -3312327.750000 Penalty: 12071.320312 Iteration 40F: 3 clusters Score -3312328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17059 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -3312329.250000 Penalty: 12071.320312 Iteration 41Q: 3 clusters Score -3312329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -3312333.000000 Penalty: 12071.320312 Iteration 42Q: 3 clusters Score -3312333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3312331.750000 Penalty: 12071.320312 Iteration 43Q: 3 clusters Score -3312332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3312334.750000 Penalty: 12071.320312 Iteration 44Q: 3 clusters Score -3312335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3312334.750000 Penalty: 12071.320312 Iteration 45F: 3 clusters Score -3312335 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Entering Unmasked Estep Score: -180780.375000 Penalty: 4353.298340 Iteration 0F: 2 clusters Score -180780.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -176675.640625 Penalty: 8706.596680 Iteration 0F: 3 clusters Score -176675.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -177356.015625 Penalty: 8706.596680 Iteration 1F: 3 clusters Score -177356 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -177660.062500 Penalty: 8706.596680 Iteration 2F: 3 clusters Score -177660.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -177874.578125 Penalty: 8706.596680 Iteration 3Q: 3 clusters Score -177874.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -177997.375000 Penalty: 8706.596680 Iteration 4Q: 3 clusters Score -177997.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -178116.484375 Penalty: 8706.596680 Iteration 5Q: 3 clusters Score -178116.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -178236.484375 Penalty: 8706.596680 Iteration 6Q: 3 clusters Score -178236.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -178339.156250 Penalty: 8706.596680 Iteration 7Q: 3 clusters Score -178339.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -178426.421875 Penalty: 8706.596680 Iteration 8Q: 3 clusters Score -178426.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -178506.390625 Penalty: 8706.596680 Iteration 9Q: 3 clusters Score -178506.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -178567.421875 Penalty: 8706.596680 Iteration 10Q: 3 clusters Score -178567.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -178634.640625 Penalty: 8706.596680 Iteration 11Q: 3 clusters Score -178634.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -178702.640625 Penalty: 8706.596680 Iteration 12Q: 3 clusters Score -178702.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -178738.515625 Penalty: 8706.596680 Iteration 13Q: 3 clusters Score -178738.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -178771.968750 Penalty: 8706.596680 Iteration 14Q: 3 clusters Score -178772 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -178817.765625 Penalty: 8706.596680 Iteration 15Q: 3 clusters Score -178817.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -178901.109375 Penalty: 8706.596680 Iteration 16Q: 3 clusters Score -178901.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -178936.390625 Penalty: 8706.596680 Iteration 17Q: 3 clusters Score -178936.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -178998.562500 Penalty: 8706.596680 Iteration 18Q: 3 clusters Score -178998.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -179070.812500 Penalty: 8706.596680 Iteration 19Q: 3 clusters Score -179070.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -179132.453125 Penalty: 8706.596680 Iteration 20F: 3 clusters Score -179132.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -179274.421875 Penalty: 8706.596680 Iteration 21Q: 3 clusters Score -179274.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -179341.046875 Penalty: 8706.596680 Iteration 22Q: 3 clusters Score -179341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -179377.421875 Penalty: 8706.596680 Iteration 23Q: 3 clusters Score -179377.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -179405.328125 Penalty: 8706.596680 Iteration 24Q: 3 clusters Score -179405.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -179421.562500 Penalty: 8706.596680 Iteration 25Q: 3 clusters Score -179421.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -179447.484375 Penalty: 8706.596680 Iteration 26Q: 3 clusters Score -179447.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -179466.125000 Penalty: 8706.596680 Iteration 27Q: 3 clusters Score -179466.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -179492.656250 Penalty: 8706.596680 Iteration 28Q: 3 clusters Score -179492.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -179493.750000 Penalty: 8706.596680 Iteration 29Q: 3 clusters Score -179493.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -179493.750000 Penalty: 8706.596680 Iteration 30F: 3 clusters Score -179493.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Entering Unmasked Estep Score: -1561852.125000 Penalty: 5600.167969 Iteration 0F: 2 clusters Score -1561852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -1552136.750000 Penalty: 11200.335938 Iteration 0F: 3 clusters Score -1552137 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1554347.875000 Penalty: 11200.335938 Iteration 1F: 3 clusters Score -1554348 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1554998.375000 Penalty: 11200.335938 Iteration 2F: 3 clusters Score -1554998 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1555508.000000 Penalty: 11200.335938 Iteration 3F: 3 clusters Score -1555508 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1555992.625000 Penalty: 11200.335938 Iteration 4F: 3 clusters Score -1555993 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1556415.750000 Penalty: 11200.335938 Iteration 5F: 3 clusters Score -1556416 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1556844.000000 Penalty: 11200.335938 Iteration 6Q: 3 clusters Score -1556844 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -1557271.125000 Penalty: 11200.335938 Iteration 7Q: 3 clusters Score -1557271 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -1557714.625000 Penalty: 11200.335938 Iteration 8Q: 3 clusters Score -1557715 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1558110.500000 Penalty: 11200.335938 Iteration 9Q: 3 clusters Score -1558110 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1558455.125000 Penalty: 11200.335938 Iteration 10Q: 3 clusters Score -1558455 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -1558716.500000 Penalty: 11200.335938 Iteration 11Q: 3 clusters Score -1558716 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1558910.625000 Penalty: 11200.335938 Iteration 12Q: 3 clusters Score -1558911 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -1559048.000000 Penalty: 11200.335938 Iteration 13Q: 3 clusters Score -1559048 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1559149.625000 Penalty: 11200.335938 Iteration 14Q: 3 clusters Score -1559150 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1559236.750000 Penalty: 11200.335938 Iteration 15Q: 3 clusters Score -1559237 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1559317.875000 Penalty: 11200.335938 Iteration 16Q: 3 clusters Score -1559318 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1559389.125000 Penalty: 11200.335938 Iteration 17Q: 3 clusters Score -1559389 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1559455.000000 Penalty: 11200.335938 Iteration 18Q: 3 clusters Score -1559455 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1559506.750000 Penalty: 11200.335938 Iteration 19Q: 3 clusters Score -1559507 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -1559543.250000 Penalty: 11200.335938 Iteration 20F: 3 clusters Score -1559543 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1559579.875000 Penalty: 11200.335938 Iteration 21Q: 3 clusters Score -1559580 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1559620.125000 Penalty: 11200.335938 Iteration 22Q: 3 clusters Score -1559620 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1559669.625000 Penalty: 11200.335938 Iteration 23Q: 3 clusters Score -1559670 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1559708.750000 Penalty: 11200.335938 Iteration 24Q: 3 clusters Score -1559709 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1559739.500000 Penalty: 11200.335938 Iteration 25Q: 3 clusters Score -1559740 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1559774.500000 Penalty: 11200.335938 Iteration 26Q: 3 clusters Score -1559774 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1559790.500000 Penalty: 11200.335938 Iteration 27Q: 3 clusters Score -1559790 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1559793.125000 Penalty: 11200.335938 Iteration 28Q: 3 clusters Score -1559793 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1559799.250000 Penalty: 11200.335938 Iteration 29Q: 3 clusters Score -1559799 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1559807.875000 Penalty: 11200.335938 Iteration 30Q: 3 clusters Score -1559808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1559809.375000 Penalty: 11200.335938 Iteration 31Q: 3 clusters Score -1559809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1559809.500000 Penalty: 11200.335938 Iteration 32Q: 3 clusters Score -1559810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -1559806.750000 Penalty: 11200.335938 Iteration 33Q: 3 clusters Score -1559807 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1559813.500000 Penalty: 11200.335938 Iteration 34Q: 3 clusters Score -1559814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1559814.125000 Penalty: 11200.335938 Iteration 35Q: 3 clusters Score -1559814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1559817.750000 Penalty: 11200.335938 Iteration 36Q: 3 clusters Score -1559818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1559815.875000 Penalty: 11200.335938 Iteration 37Q: 3 clusters Score -1559816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1559816.875000 Penalty: 11200.335938 Iteration 38Q: 3 clusters Score -1559817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1559821.875000 Penalty: 11200.335938 Iteration 39Q: 3 clusters Score -1559822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1559826.500000 Penalty: 11200.335938 Iteration 40F: 3 clusters Score -1559826 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1559830.875000 Penalty: 11200.335938 Iteration 41Q: 3 clusters Score -1559831 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -1559837.125000 Penalty: 11200.335938 Iteration 42Q: 3 clusters Score -1559837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -1559841.375000 Penalty: 11200.335938 Iteration 43Q: 3 clusters Score -1559841 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1559848.375000 Penalty: 11200.335938 Iteration 44Q: 3 clusters Score -1559848 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1559849.375000 Penalty: 11200.335938 Iteration 45Q: 3 clusters Score -1559849 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1559854.000000 Penalty: 11200.335938 Iteration 46Q: 3 clusters Score -1559854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -1559855.000000 Penalty: 11200.335938 Iteration 47Q: 3 clusters Score -1559855 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1559854.375000 Penalty: 11200.335938 Iteration 48Q: 3 clusters Score -1559854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1559856.875000 Penalty: 11200.335938 Iteration 49Q: 3 clusters Score -1559857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1559860.750000 Penalty: 11200.335938 Iteration 50Q: 3 clusters Score -1559861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1559860.750000 Penalty: 11200.335938 Iteration 51F: 3 clusters Score -1559861 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Entering Unmasked Estep Score: -41376.281250 Penalty: 3446.917969 Iteration 0F: 2 clusters Score -41376.28 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 140 members Entering Unmasked Estep Score: -38725.609375 Penalty: 6893.835938 Iteration 0F: 3 clusters Score -38725.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -38795.250000 Penalty: 6893.835938 Iteration 1Q: 3 clusters Score -38795.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -38806.351562 Penalty: 6893.835938 Iteration 2Q: 3 clusters Score -38806.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -38806.351562 Penalty: 6893.835938 Iteration 3F: 3 clusters Score -38806.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (145566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145566 members Entering Unmasked Estep Score: -25704464.000000 Penalty: 7281.635742 Iteration 0F: 2 clusters Score -2.570446e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72866 members Mstep: Class 2 contains 72700 members Entering Unmasked Estep Score: -25605784.000000 Penalty: 14563.271484 Iteration 0F: 3 clusters Score -2.560578e+07 nChanged 67706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73432 members Mstep: Class 2 contains 72134 members Entering Unmasked Estep Score: -25643624.000000 Penalty: 14563.271484 Iteration 1F: 3 clusters Score -2.564362e+07 nChanged 5212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73586 members Mstep: Class 2 contains 71980 members Entering Unmasked Estep Score: -25644788.000000 Penalty: 14563.271484 Iteration 2Q: 3 clusters Score -2.564479e+07 nChanged 5012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73968 members Mstep: Class 2 contains 71598 members Entering Unmasked Estep Score: -25646142.000000 Penalty: 14563.271484 Iteration 3Q: 3 clusters Score -2.564614e+07 nChanged 4823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74603 members Mstep: Class 2 contains 70963 members Entering Unmasked Estep Score: -25647756.000000 Penalty: 14563.271484 Iteration 4Q: 3 clusters Score -2.564776e+07 nChanged 5080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75445 members Mstep: Class 2 contains 70121 members Entering Unmasked Estep Score: -25649340.000000 Penalty: 14563.271484 Iteration 5Q: 3 clusters Score -2.564934e+07 nChanged 5196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76603 members Mstep: Class 2 contains 68963 members Entering Unmasked Estep Score: -25651158.000000 Penalty: 14563.271484 Iteration 6Q: 3 clusters Score -2.565116e+07 nChanged 5346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78185 members Mstep: Class 2 contains 67381 members Entering Unmasked Estep Score: -25652984.000000 Penalty: 14563.271484 Iteration 7Q: 3 clusters Score -2.565298e+07 nChanged 5759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80298 members Mstep: Class 2 contains 65268 members Entering Unmasked Estep Score: -25655194.000000 Penalty: 14563.271484 Iteration 8Q: 3 clusters Score -2.565519e+07 nChanged 5957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82939 members Mstep: Class 2 contains 62627 members Entering Unmasked Estep Score: -25657694.000000 Penalty: 14563.271484 Iteration 9Q: 3 clusters Score -2.565769e+07 nChanged 6306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86149 members Mstep: Class 2 contains 59417 members Entering Unmasked Estep Score: -25660772.000000 Penalty: 14563.271484 Iteration 10Q: 3 clusters Score -2.566077e+07 nChanged 6781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89922 members Mstep: Class 2 contains 55644 members Entering Unmasked Estep Score: -25664222.000000 Penalty: 14563.271484 Iteration 11Q: 3 clusters Score -2.566422e+07 nChanged 6864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94000 members Mstep: Class 2 contains 51566 members Entering Unmasked Estep Score: -25668198.000000 Penalty: 14563.271484 Iteration 12Q: 3 clusters Score -2.56682e+07 nChanged 6629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98079 members Mstep: Class 2 contains 47487 members Entering Unmasked Estep Score: -25671960.000000 Penalty: 14563.271484 Iteration 13Q: 3 clusters Score -2.567196e+07 nChanged 6121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101906 members Mstep: Class 2 contains 43660 members Entering Unmasked Estep Score: -25675176.000000 Penalty: 14563.271484 Iteration 14Q: 3 clusters Score -2.567518e+07 nChanged 5212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105282 members Mstep: Class 2 contains 40284 members Entering Unmasked Estep Score: -25677710.000000 Penalty: 14563.271484 Iteration 15Q: 3 clusters Score -2.567771e+07 nChanged 4300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108336 members Mstep: Class 2 contains 37230 members Entering Unmasked Estep Score: -25679782.000000 Penalty: 14563.271484 Iteration 16Q: 3 clusters Score -2.567978e+07 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111134 members Mstep: Class 2 contains 34432 members Entering Unmasked Estep Score: -25681120.000000 Penalty: 14563.271484 Iteration 17Q: 3 clusters Score -2.568112e+07 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113916 members Mstep: Class 2 contains 31650 members Entering Unmasked Estep Score: -25682382.000000 Penalty: 14563.271484 Iteration 18Q: 3 clusters Score -2.568238e+07 nChanged 2745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116551 members Mstep: Class 2 contains 29015 members Entering Unmasked Estep Score: -25683420.000000 Penalty: 14563.271484 Iteration 19Q: 3 clusters Score -2.568342e+07 nChanged 2638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119147 members Mstep: Class 2 contains 26419 members Entering Unmasked Estep Score: -25684680.000000 Penalty: 14563.271484 Iteration 20F: 3 clusters Score -2.568468e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121689 members Mstep: Class 2 contains 23877 members Entering Unmasked Estep Score: -25685800.000000 Penalty: 14563.271484 Iteration 21Q: 3 clusters Score -2.56858e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124192 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -25686990.000000 Penalty: 14563.271484 Iteration 22Q: 3 clusters Score -2.568699e+07 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126616 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -25688230.000000 Penalty: 14563.271484 Iteration 23Q: 3 clusters Score -2.568823e+07 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129003 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -25689554.000000 Penalty: 14563.271484 Iteration 24Q: 3 clusters Score -2.568955e+07 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131286 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -25690894.000000 Penalty: 14563.271484 Iteration 25Q: 3 clusters Score -2.569089e+07 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133387 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -25692240.000000 Penalty: 14563.271484 Iteration 26Q: 3 clusters Score -2.569224e+07 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135363 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -25693394.000000 Penalty: 14563.271484 Iteration 27Q: 3 clusters Score -2.569339e+07 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137131 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -25694480.000000 Penalty: 14563.271484 Iteration 28Q: 3 clusters Score -2.569448e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138672 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -25695526.000000 Penalty: 14563.271484 Iteration 29Q: 3 clusters Score -2.569553e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139935 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -25696388.000000 Penalty: 14563.271484 Iteration 30Q: 3 clusters Score -2.569639e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140935 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -25697210.000000 Penalty: 14563.271484 Iteration 31Q: 3 clusters Score -2.569721e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141715 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -25697910.000000 Penalty: 14563.271484 Iteration 32Q: 3 clusters Score -2.569791e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142307 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -25698416.000000 Penalty: 14563.271484 Iteration 33Q: 3 clusters Score -2.569842e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142750 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -25698904.000000 Penalty: 14563.271484 Iteration 34Q: 3 clusters Score -2.56989e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143031 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -25699254.000000 Penalty: 14563.271484 Iteration 35Q: 3 clusters Score -2.569925e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143206 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -25699448.000000 Penalty: 14563.271484 Iteration 36Q: 3 clusters Score -2.569945e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143318 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -25699538.000000 Penalty: 14563.271484 Iteration 37Q: 3 clusters Score -2.569954e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143386 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -25699566.000000 Penalty: 14563.271484 Iteration 38Q: 3 clusters Score -2.569957e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143440 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -25699612.000000 Penalty: 14563.271484 Iteration 39Q: 3 clusters Score -2.569961e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143478 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -25699668.000000 Penalty: 14563.271484 Iteration 40F: 3 clusters Score -2.569967e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143508 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -25699692.000000 Penalty: 14563.271484 Iteration 41Q: 3 clusters Score -2.569969e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143530 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -25699716.000000 Penalty: 14563.271484 Iteration 42Q: 3 clusters Score -2.569972e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143546 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -25699756.000000 Penalty: 14563.271484 Iteration 43Q: 3 clusters Score -2.569976e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143562 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -25699776.000000 Penalty: 14563.271484 Iteration 44Q: 3 clusters Score -2.569978e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143576 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -25699770.000000 Penalty: 14563.271484 Iteration 45Q: 3 clusters Score -2.569977e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143584 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -25699792.000000 Penalty: 14563.271484 Iteration 46Q: 3 clusters Score -2.569979e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143588 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -25699760.000000 Penalty: 14563.271484 Iteration 47Q: 3 clusters Score -2.569976e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143590 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -25699760.000000 Penalty: 14563.271484 Iteration 48Q: 3 clusters Score -2.569976e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143590 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -25699762.000000 Penalty: 14563.271484 Iteration 49Q: 3 clusters Score -2.569976e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143592 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -25699762.000000 Penalty: 14563.271484 Iteration 50Q: 3 clusters Score -2.569976e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143594 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -25699778.000000 Penalty: 14563.271484 Iteration 51Q: 3 clusters Score -2.569978e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143593 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -25699792.000000 Penalty: 14563.271484 Iteration 52Q: 3 clusters Score -2.569979e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143594 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -25699778.000000 Penalty: 14563.271484 Iteration 53Q: 3 clusters Score -2.569978e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143597 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -25699768.000000 Penalty: 14563.271484 Iteration 54Q: 3 clusters Score -2.569977e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143597 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -25699754.000000 Penalty: 14563.271484 Iteration 55Q: 3 clusters Score -2.569975e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143597 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -25699776.000000 Penalty: 14563.271484 Iteration 56Q: 3 clusters Score -2.569978e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143598 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -25699774.000000 Penalty: 14563.271484 Iteration 57Q: 3 clusters Score -2.569977e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143599 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -25699784.000000 Penalty: 14563.271484 Iteration 58Q: 3 clusters Score -2.569978e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143601 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -25699794.000000 Penalty: 14563.271484 Iteration 59Q: 3 clusters Score -2.569979e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143603 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -25699776.000000 Penalty: 14563.271484 Iteration 60F: 3 clusters Score -2.569978e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143602 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -25699774.000000 Penalty: 14563.271484 Iteration 61Q: 3 clusters Score -2.569977e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143603 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -25699742.000000 Penalty: 14563.271484 Iteration 62Q: 3 clusters Score -2.569974e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143602 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -25699764.000000 Penalty: 14563.271484 Iteration 63Q: 3 clusters Score -2.569976e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143602 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -25699772.000000 Penalty: 14563.271484 Iteration 64Q: 3 clusters Score -2.569977e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143605 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -25699776.000000 Penalty: 14563.271484 Iteration 65Q: 3 clusters Score -2.569978e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143608 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -25699770.000000 Penalty: 14563.271484 Iteration 66Q: 3 clusters Score -2.569977e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143609 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -25699764.000000 Penalty: 14563.271484 Iteration 67Q: 3 clusters Score -2.569976e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143610 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -25699762.000000 Penalty: 14563.271484 Iteration 68Q: 3 clusters Score -2.569976e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143609 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -25699780.000000 Penalty: 14563.271484 Iteration 69Q: 3 clusters Score -2.569978e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143609 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -25699780.000000 Penalty: 14563.271484 Iteration 70F: 3 clusters Score -2.569978e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Entering Unmasked Estep Score: -83773.296875 Penalty: 3967.145752 Iteration 0F: 2 clusters Score -83773.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -80332.148438 Penalty: 7934.291504 Iteration 0F: 3 clusters Score -80332.15 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -80978.804688 Penalty: 7934.291504 Iteration 1F: 3 clusters Score -80978.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -81553.289062 Penalty: 7934.291504 Iteration 2F: 3 clusters Score -81553.29 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -81873.687500 Penalty: 7934.291504 Iteration 3F: 3 clusters Score -81873.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -82115.984375 Penalty: 7934.291504 Iteration 4Q: 3 clusters Score -82115.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -82279.656250 Penalty: 7934.291504 Iteration 5Q: 3 clusters Score -82279.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -82448.734375 Penalty: 7934.291504 Iteration 6Q: 3 clusters Score -82448.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -82587.164062 Penalty: 7934.291504 Iteration 7Q: 3 clusters Score -82587.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -82613.890625 Penalty: 7934.291504 Iteration 8Q: 3 clusters Score -82613.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -82640.828125 Penalty: 7934.291504 Iteration 9Q: 3 clusters Score -82640.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -82662.992188 Penalty: 7934.291504 Iteration 10Q: 3 clusters Score -82662.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -82682.968750 Penalty: 7934.291504 Iteration 11Q: 3 clusters Score -82682.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -82682.968750 Penalty: 7934.291504 Iteration 12F: 3 clusters Score -82682.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Entering Unmasked Estep Score: -1083421.750000 Penalty: 5359.696289 Iteration 0F: 2 clusters Score -1083422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1075565.500000 Penalty: 10719.392578 Iteration 0F: 3 clusters Score -1075566 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1076854.625000 Penalty: 10719.392578 Iteration 1F: 3 clusters Score -1076855 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1077208.750000 Penalty: 10719.392578 Iteration 2F: 3 clusters Score -1077209 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1077439.875000 Penalty: 10719.392578 Iteration 3Q: 3 clusters Score -1077440 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1077601.000000 Penalty: 10719.392578 Iteration 4Q: 3 clusters Score -1077601 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1077705.375000 Penalty: 10719.392578 Iteration 5Q: 3 clusters Score -1077705 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1077794.875000 Penalty: 10719.392578 Iteration 6Q: 3 clusters Score -1077795 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1077861.625000 Penalty: 10719.392578 Iteration 7Q: 3 clusters Score -1077862 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1077917.625000 Penalty: 10719.392578 Iteration 8Q: 3 clusters Score -1077918 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1077962.750000 Penalty: 10719.392578 Iteration 9Q: 3 clusters Score -1077963 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1078000.625000 Penalty: 10719.392578 Iteration 10Q: 3 clusters Score -1078001 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1078029.500000 Penalty: 10719.392578 Iteration 11Q: 3 clusters Score -1078030 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1078066.625000 Penalty: 10719.392578 Iteration 12Q: 3 clusters Score -1078067 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1078098.375000 Penalty: 10719.392578 Iteration 13Q: 3 clusters Score -1078098 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1078126.750000 Penalty: 10719.392578 Iteration 14Q: 3 clusters Score -1078127 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1078155.875000 Penalty: 10719.392578 Iteration 15Q: 3 clusters Score -1078156 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1078185.500000 Penalty: 10719.392578 Iteration 16Q: 3 clusters Score -1078186 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1078203.500000 Penalty: 10719.392578 Iteration 17Q: 3 clusters Score -1078204 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1078219.875000 Penalty: 10719.392578 Iteration 18Q: 3 clusters Score -1078220 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1078243.000000 Penalty: 10719.392578 Iteration 19Q: 3 clusters Score -1078243 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1078260.625000 Penalty: 10719.392578 Iteration 20F: 3 clusters Score -1078261 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1078273.625000 Penalty: 10719.392578 Iteration 21Q: 3 clusters Score -1078274 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1078286.625000 Penalty: 10719.392578 Iteration 22Q: 3 clusters Score -1078287 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1078299.375000 Penalty: 10719.392578 Iteration 23Q: 3 clusters Score -1078299 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1078310.125000 Penalty: 10719.392578 Iteration 24Q: 3 clusters Score -1078310 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1078318.500000 Penalty: 10719.392578 Iteration 25Q: 3 clusters Score -1078318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1078325.000000 Penalty: 10719.392578 Iteration 26Q: 3 clusters Score -1078325 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1078332.625000 Penalty: 10719.392578 Iteration 27Q: 3 clusters Score -1078333 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1078342.750000 Penalty: 10719.392578 Iteration 28Q: 3 clusters Score -1078343 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1078349.875000 Penalty: 10719.392578 Iteration 29Q: 3 clusters Score -1078350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1078356.250000 Penalty: 10719.392578 Iteration 30Q: 3 clusters Score -1078356 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1078364.125000 Penalty: 10719.392578 Iteration 31Q: 3 clusters Score -1078364 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1078369.500000 Penalty: 10719.392578 Iteration 32Q: 3 clusters Score -1078370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1078373.125000 Penalty: 10719.392578 Iteration 33Q: 3 clusters Score -1078373 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1078379.500000 Penalty: 10719.392578 Iteration 34Q: 3 clusters Score -1078380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1078380.875000 Penalty: 10719.392578 Iteration 35Q: 3 clusters Score -1078381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1078382.000000 Penalty: 10719.392578 Iteration 36Q: 3 clusters Score -1078382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1078385.500000 Penalty: 10719.392578 Iteration 37Q: 3 clusters Score -1078386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1078386.125000 Penalty: 10719.392578 Iteration 38Q: 3 clusters Score -1078386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1078388.000000 Penalty: 10719.392578 Iteration 39Q: 3 clusters Score -1078388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1078386.625000 Penalty: 10719.392578 Iteration 40F: 3 clusters Score -1078387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1078387.000000 Penalty: 10719.392578 Iteration 41Q: 3 clusters Score -1078387 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1078387.750000 Penalty: 10719.392578 Iteration 42Q: 3 clusters Score -1078388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1078387.750000 Penalty: 10719.392578 Iteration 43F: 3 clusters Score -1078388 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Entering Unmasked Estep Score: -1484901.375000 Penalty: 5533.593262 Iteration 0F: 2 clusters Score -1484901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1475658.750000 Penalty: 11067.186523 Iteration 0F: 3 clusters Score -1475659 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1477443.500000 Penalty: 11067.186523 Iteration 1F: 3 clusters Score -1477444 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -1477858.125000 Penalty: 11067.186523 Iteration 2F: 3 clusters Score -1477858 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1478113.750000 Penalty: 11067.186523 Iteration 3Q: 3 clusters Score -1478114 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1478252.500000 Penalty: 11067.186523 Iteration 4Q: 3 clusters Score -1478252 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1478344.125000 Penalty: 11067.186523 Iteration 5Q: 3 clusters Score -1478344 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1478414.625000 Penalty: 11067.186523 Iteration 6Q: 3 clusters Score -1478415 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1478474.375000 Penalty: 11067.186523 Iteration 7Q: 3 clusters Score -1478474 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1478520.125000 Penalty: 11067.186523 Iteration 8Q: 3 clusters Score -1478520 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1478558.625000 Penalty: 11067.186523 Iteration 9Q: 3 clusters Score -1478559 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1478592.375000 Penalty: 11067.186523 Iteration 10Q: 3 clusters Score -1478592 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1478615.250000 Penalty: 11067.186523 Iteration 11Q: 3 clusters Score -1478615 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1478637.625000 Penalty: 11067.186523 Iteration 12Q: 3 clusters Score -1478638 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1478659.125000 Penalty: 11067.186523 Iteration 13Q: 3 clusters Score -1478659 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1478674.750000 Penalty: 11067.186523 Iteration 14Q: 3 clusters Score -1478675 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1478695.625000 Penalty: 11067.186523 Iteration 15Q: 3 clusters Score -1478696 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1478706.625000 Penalty: 11067.186523 Iteration 16Q: 3 clusters Score -1478707 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1478719.125000 Penalty: 11067.186523 Iteration 17Q: 3 clusters Score -1478719 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1478734.375000 Penalty: 11067.186523 Iteration 18Q: 3 clusters Score -1478734 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1478746.000000 Penalty: 11067.186523 Iteration 19Q: 3 clusters Score -1478746 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1478759.125000 Penalty: 11067.186523 Iteration 20F: 3 clusters Score -1478759 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1478769.625000 Penalty: 11067.186523 Iteration 21Q: 3 clusters Score -1478770 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1478778.000000 Penalty: 11067.186523 Iteration 22Q: 3 clusters Score -1478778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1478785.625000 Penalty: 11067.186523 Iteration 23Q: 3 clusters Score -1478786 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1478789.875000 Penalty: 11067.186523 Iteration 24Q: 3 clusters Score -1478790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1478793.000000 Penalty: 11067.186523 Iteration 25Q: 3 clusters Score -1478793 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1478800.875000 Penalty: 11067.186523 Iteration 26Q: 3 clusters Score -1478801 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1478806.875000 Penalty: 11067.186523 Iteration 27Q: 3 clusters Score -1478807 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1478816.750000 Penalty: 11067.186523 Iteration 28Q: 3 clusters Score -1478817 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1478817.750000 Penalty: 11067.186523 Iteration 29Q: 3 clusters Score -1478818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1478815.000000 Penalty: 11067.186523 Iteration 30Q: 3 clusters Score -1478815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1478820.500000 Penalty: 11067.186523 Iteration 31Q: 3 clusters Score -1478820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1478824.500000 Penalty: 11067.186523 Iteration 32Q: 3 clusters Score -1478824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1478826.500000 Penalty: 11067.186523 Iteration 33Q: 3 clusters Score -1478826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1478823.750000 Penalty: 11067.186523 Iteration 34Q: 3 clusters Score -1478824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1478828.250000 Penalty: 11067.186523 Iteration 35Q: 3 clusters Score -1478828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1478826.125000 Penalty: 11067.186523 Iteration 36Q: 3 clusters Score -1478826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1478827.375000 Penalty: 11067.186523 Iteration 37Q: 3 clusters Score -1478827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1478828.500000 Penalty: 11067.186523 Iteration 38Q: 3 clusters Score -1478828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1478831.875000 Penalty: 11067.186523 Iteration 39Q: 3 clusters Score -1478832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1478831.250000 Penalty: 11067.186523 Iteration 40F: 3 clusters Score -1478831 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1478831.875000 Penalty: 11067.186523 Iteration 41Q: 3 clusters Score -1478832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1478835.250000 Penalty: 11067.186523 Iteration 42Q: 3 clusters Score -1478835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1478838.375000 Penalty: 11067.186523 Iteration 43Q: 3 clusters Score -1478838 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1478844.250000 Penalty: 11067.186523 Iteration 44Q: 3 clusters Score -1478844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1478851.250000 Penalty: 11067.186523 Iteration 45Q: 3 clusters Score -1478851 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1478853.000000 Penalty: 11067.186523 Iteration 46Q: 3 clusters Score -1478853 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1478858.500000 Penalty: 11067.186523 Iteration 47Q: 3 clusters Score -1478858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1478861.375000 Penalty: 11067.186523 Iteration 48Q: 3 clusters Score -1478861 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1478865.750000 Penalty: 11067.186523 Iteration 49Q: 3 clusters Score -1478866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1478867.625000 Penalty: 11067.186523 Iteration 50Q: 3 clusters Score -1478868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1478872.375000 Penalty: 11067.186523 Iteration 51Q: 3 clusters Score -1478872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1478877.125000 Penalty: 11067.186523 Iteration 52Q: 3 clusters Score -1478877 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1478881.125000 Penalty: 11067.186523 Iteration 53Q: 3 clusters Score -1478881 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1478888.000000 Penalty: 11067.186523 Iteration 54Q: 3 clusters Score -1478888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1478893.375000 Penalty: 11067.186523 Iteration 55Q: 3 clusters Score -1478893 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1478893.000000 Penalty: 11067.186523 Iteration 56Q: 3 clusters Score -1478893 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1478896.750000 Penalty: 11067.186523 Iteration 57Q: 3 clusters Score -1478897 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1478897.750000 Penalty: 11067.186523 Iteration 58Q: 3 clusters Score -1478898 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1478904.250000 Penalty: 11067.186523 Iteration 59Q: 3 clusters Score -1478904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1478907.500000 Penalty: 11067.186523 Iteration 60F: 3 clusters Score -1478908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1478909.875000 Penalty: 11067.186523 Iteration 61Q: 3 clusters Score -1478910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1478909.250000 Penalty: 11067.186523 Iteration 62Q: 3 clusters Score -1478909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1478912.500000 Penalty: 11067.186523 Iteration 63Q: 3 clusters Score -1478912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1478912.875000 Penalty: 11067.186523 Iteration 64Q: 3 clusters Score -1478913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1478914.375000 Penalty: 11067.186523 Iteration 65Q: 3 clusters Score -1478914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1478913.625000 Penalty: 11067.186523 Iteration 66Q: 3 clusters Score -1478914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1478918.375000 Penalty: 11067.186523 Iteration 67Q: 3 clusters Score -1478918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1478920.250000 Penalty: 11067.186523 Iteration 68Q: 3 clusters Score -1478920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1478925.500000 Penalty: 11067.186523 Iteration 69Q: 3 clusters Score -1478926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1478927.375000 Penalty: 11067.186523 Iteration 70Q: 3 clusters Score -1478927 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1478933.250000 Penalty: 11067.186523 Iteration 71Q: 3 clusters Score -1478933 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1478932.125000 Penalty: 11067.186523 Iteration 72Q: 3 clusters Score -1478932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1478931.125000 Penalty: 11067.186523 Iteration 73Q: 3 clusters Score -1478931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1478932.375000 Penalty: 11067.186523 Iteration 74Q: 3 clusters Score -1478932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1478932.875000 Penalty: 11067.186523 Iteration 75Q: 3 clusters Score -1478933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1478932.875000 Penalty: 11067.186523 Iteration 76Q: 3 clusters Score -1478933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1478935.375000 Penalty: 11067.186523 Iteration 77Q: 3 clusters Score -1478935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1478937.750000 Penalty: 11067.186523 Iteration 78Q: 3 clusters Score -1478938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1478939.875000 Penalty: 11067.186523 Iteration 79Q: 3 clusters Score -1478940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1478943.625000 Penalty: 11067.186523 Iteration 80F: 3 clusters Score -1478944 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1478944.750000 Penalty: 11067.186523 Iteration 81Q: 3 clusters Score -1478945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478948.250000 Penalty: 11067.186523 Iteration 82Q: 3 clusters Score -1478948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478949.875000 Penalty: 11067.186523 Iteration 83Q: 3 clusters Score -1478950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1478947.000000 Penalty: 11067.186523 Iteration 84Q: 3 clusters Score -1478947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478949.125000 Penalty: 11067.186523 Iteration 85Q: 3 clusters Score -1478949 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478954.625000 Penalty: 11067.186523 Iteration 86Q: 3 clusters Score -1478955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478956.375000 Penalty: 11067.186523 Iteration 87Q: 3 clusters Score -1478956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1478963.250000 Penalty: 11067.186523 Iteration 88Q: 3 clusters Score -1478963 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1478964.500000 Penalty: 11067.186523 Iteration 89Q: 3 clusters Score -1478964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1478965.875000 Penalty: 11067.186523 Iteration 90Q: 3 clusters Score -1478966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1478970.125000 Penalty: 11067.186523 Iteration 91Q: 3 clusters Score -1478970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1478970.875000 Penalty: 11067.186523 Iteration 92Q: 3 clusters Score -1478971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1478972.250000 Penalty: 11067.186523 Iteration 93Q: 3 clusters Score -1478972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478972.125000 Penalty: 11067.186523 Iteration 94Q: 3 clusters Score -1478972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478971.250000 Penalty: 11067.186523 Iteration 95Q: 3 clusters Score -1478971 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478971.500000 Penalty: 11067.186523 Iteration 96Q: 3 clusters Score -1478972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478977.250000 Penalty: 11067.186523 Iteration 97Q: 3 clusters Score -1478977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1478978.000000 Penalty: 11067.186523 Iteration 98Q: 3 clusters Score -1478978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1478977.000000 Penalty: 11067.186523 Iteration 99Q: 3 clusters Score -1478977 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1478977.375000 Penalty: 11067.186523 Iteration 100F: 3 clusters Score -1478977 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1478977.875000 Penalty: 11067.186523 Iteration 101Q: 3 clusters Score -1478978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478975.625000 Penalty: 11067.186523 Iteration 102Q: 3 clusters Score -1478976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1478976.625000 Penalty: 11067.186523 Iteration 103Q: 3 clusters Score -1478977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478976.250000 Penalty: 11067.186523 Iteration 104Q: 3 clusters Score -1478976 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1478980.875000 Penalty: 11067.186523 Iteration 105Q: 3 clusters Score -1478981 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1478980.875000 Penalty: 11067.186523 Iteration 106F: 3 clusters Score -1478981 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Entering Unmasked Estep Score: -161009.703125 Penalty: 4234.054688 Iteration 0F: 2 clusters Score -161009.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -156888.156250 Penalty: 8468.109375 Iteration 0F: 3 clusters Score -156888.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -157201.343750 Penalty: 8468.109375 Iteration 1F: 3 clusters Score -157201.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -157301.859375 Penalty: 8468.109375 Iteration 2Q: 3 clusters Score -157301.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -157351.218750 Penalty: 8468.109375 Iteration 3Q: 3 clusters Score -157351.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -157380.296875 Penalty: 8468.109375 Iteration 4Q: 3 clusters Score -157380.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -157414.640625 Penalty: 8468.109375 Iteration 5Q: 3 clusters Score -157414.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -157419.484375 Penalty: 8468.109375 Iteration 6Q: 3 clusters Score -157419.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -157422.062500 Penalty: 8468.109375 Iteration 7Q: 3 clusters Score -157422.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -157423.328125 Penalty: 8468.109375 Iteration 8Q: 3 clusters Score -157423.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -157423.328125 Penalty: 8468.109375 Iteration 9F: 3 clusters Score -157423.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23999 members Entering Unmasked Estep Score: -4148129.250000 Penalty: 6177.532715 Iteration 0F: 2 clusters Score -4148129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -4129066.750000 Penalty: 12355.065430 Iteration 0F: 3 clusters Score -4129067 nChanged 9987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -4134301.000000 Penalty: 12355.065430 Iteration 1F: 3 clusters Score -4134301 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -4135081.750000 Penalty: 12355.065430 Iteration 2F: 3 clusters Score -4135082 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -4135835.500000 Penalty: 12355.065430 Iteration 3F: 3 clusters Score -4135836 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -4136537.250000 Penalty: 12355.065430 Iteration 4Q: 3 clusters Score -4136537 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -4137185.500000 Penalty: 12355.065430 Iteration 5Q: 3 clusters Score -4137186 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -4137771.250000 Penalty: 12355.065430 Iteration 6Q: 3 clusters Score -4137771 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -4138349.750000 Penalty: 12355.065430 Iteration 7Q: 3 clusters Score -4138350 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -4138888.500000 Penalty: 12355.065430 Iteration 8Q: 3 clusters Score -4138888 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12627 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -4139481.000000 Penalty: 12355.065430 Iteration 9Q: 3 clusters Score -4139481 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -4140195.500000 Penalty: 12355.065430 Iteration 10Q: 3 clusters Score -4140196 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -4141034.000000 Penalty: 12355.065430 Iteration 11F: 3 clusters Score -4141034 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -4141954.500000 Penalty: 12355.065430 Iteration 12F: 3 clusters Score -4141954 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -4142897.500000 Penalty: 12355.065430 Iteration 13F: 3 clusters Score -4142898 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17593 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -4143685.250000 Penalty: 12355.065430 Iteration 14Q: 3 clusters Score -4143685 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -4144306.750000 Penalty: 12355.065430 Iteration 15Q: 3 clusters Score -4144307 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19066 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -4144775.000000 Penalty: 12355.065430 Iteration 16Q: 3 clusters Score -4144775 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19620 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -4145162.000000 Penalty: 12355.065430 Iteration 17Q: 3 clusters Score -4145162 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20057 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -4145434.750000 Penalty: 12355.065430 Iteration 18Q: 3 clusters Score -4145435 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -4145638.250000 Penalty: 12355.065430 Iteration 19Q: 3 clusters Score -4145638 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20650 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -4145766.000000 Penalty: 12355.065430 Iteration 20F: 3 clusters Score -4145766 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20870 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -4145877.750000 Penalty: 12355.065430 Iteration 21Q: 3 clusters Score -4145878 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21035 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -4145972.500000 Penalty: 12355.065430 Iteration 22Q: 3 clusters Score -4145972 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21165 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -4146021.750000 Penalty: 12355.065430 Iteration 23Q: 3 clusters Score -4146022 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -4146079.750000 Penalty: 12355.065430 Iteration 24Q: 3 clusters Score -4146080 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21356 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -4146125.750000 Penalty: 12355.065430 Iteration 25Q: 3 clusters Score -4146126 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -4146154.750000 Penalty: 12355.065430 Iteration 26Q: 3 clusters Score -4146155 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21471 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -4146179.250000 Penalty: 12355.065430 Iteration 27Q: 3 clusters Score -4146179 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -4146184.750000 Penalty: 12355.065430 Iteration 28Q: 3 clusters Score -4146185 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21534 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -4146199.500000 Penalty: 12355.065430 Iteration 29Q: 3 clusters Score -4146200 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21557 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -4146212.500000 Penalty: 12355.065430 Iteration 30Q: 3 clusters Score -4146212 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21579 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -4146215.000000 Penalty: 12355.065430 Iteration 31Q: 3 clusters Score -4146215 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21596 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -4146222.000000 Penalty: 12355.065430 Iteration 32Q: 3 clusters Score -4146222 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21608 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -4146227.250000 Penalty: 12355.065430 Iteration 33Q: 3 clusters Score -4146227 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -4146239.000000 Penalty: 12355.065430 Iteration 34Q: 3 clusters Score -4146239 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -4146240.000000 Penalty: 12355.065430 Iteration 35Q: 3 clusters Score -4146240 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21649 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -4146248.250000 Penalty: 12355.065430 Iteration 36Q: 3 clusters Score -4146248 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21660 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -4146252.500000 Penalty: 12355.065430 Iteration 37Q: 3 clusters Score -4146252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21669 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -4146257.500000 Penalty: 12355.065430 Iteration 38Q: 3 clusters Score -4146258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21676 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -4146257.000000 Penalty: 12355.065430 Iteration 39Q: 3 clusters Score -4146257 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21681 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -4146260.500000 Penalty: 12355.065430 Iteration 40F: 3 clusters Score -4146260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21684 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -4146266.500000 Penalty: 12355.065430 Iteration 41Q: 3 clusters Score -4146266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -4146266.500000 Penalty: 12355.065430 Iteration 42Q: 3 clusters Score -4146266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -4146263.500000 Penalty: 12355.065430 Iteration 43Q: 3 clusters Score -4146264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -4146261.750000 Penalty: 12355.065430 Iteration 44Q: 3 clusters Score -4146262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -4146261.750000 Penalty: 12355.065430 Iteration 45F: 3 clusters Score -4146262 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Entering Unmasked Estep Score: -967406.687500 Penalty: 5303.874512 Iteration 0F: 2 clusters Score -967406.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -959954.750000 Penalty: 10607.749023 Iteration 0F: 3 clusters Score -959954.8 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -961296.875000 Penalty: 10607.749023 Iteration 1F: 3 clusters Score -961296.9 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -961624.687500 Penalty: 10607.749023 Iteration 2F: 3 clusters Score -961624.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -961813.875000 Penalty: 10607.749023 Iteration 3Q: 3 clusters Score -961813.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -961939.187500 Penalty: 10607.749023 Iteration 4Q: 3 clusters Score -961939.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -962081.750000 Penalty: 10607.749023 Iteration 5Q: 3 clusters Score -962081.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -962273.750000 Penalty: 10607.749023 Iteration 6Q: 3 clusters Score -962273.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -962542.250000 Penalty: 10607.749023 Iteration 7Q: 3 clusters Score -962542.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -962830.812500 Penalty: 10607.749023 Iteration 8Q: 3 clusters Score -962830.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -963078.687500 Penalty: 10607.749023 Iteration 9Q: 3 clusters Score -963078.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -963249.875000 Penalty: 10607.749023 Iteration 10Q: 3 clusters Score -963249.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -963361.125000 Penalty: 10607.749023 Iteration 11Q: 3 clusters Score -963361.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -963438.625000 Penalty: 10607.749023 Iteration 12Q: 3 clusters Score -963438.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -963485.187500 Penalty: 10607.749023 Iteration 13Q: 3 clusters Score -963485.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -963527.375000 Penalty: 10607.749023 Iteration 14Q: 3 clusters Score -963527.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -963562.875000 Penalty: 10607.749023 Iteration 15Q: 3 clusters Score -963562.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -963599.312500 Penalty: 10607.749023 Iteration 16Q: 3 clusters Score -963599.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -963641.562500 Penalty: 10607.749023 Iteration 17Q: 3 clusters Score -963641.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -963671.000000 Penalty: 10607.749023 Iteration 18Q: 3 clusters Score -963671 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -963703.687500 Penalty: 10607.749023 Iteration 19Q: 3 clusters Score -963703.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -963742.687500 Penalty: 10607.749023 Iteration 20F: 3 clusters Score -963742.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -963771.625000 Penalty: 10607.749023 Iteration 21Q: 3 clusters Score -963771.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -963793.562500 Penalty: 10607.749023 Iteration 22Q: 3 clusters Score -963793.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -963814.750000 Penalty: 10607.749023 Iteration 23Q: 3 clusters Score -963814.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -963831.625000 Penalty: 10607.749023 Iteration 24Q: 3 clusters Score -963831.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -963845.687500 Penalty: 10607.749023 Iteration 25Q: 3 clusters Score -963845.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -963861.812500 Penalty: 10607.749023 Iteration 26Q: 3 clusters Score -963861.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -963869.562500 Penalty: 10607.749023 Iteration 27Q: 3 clusters Score -963869.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -963886.562500 Penalty: 10607.749023 Iteration 28Q: 3 clusters Score -963886.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -963902.562500 Penalty: 10607.749023 Iteration 29Q: 3 clusters Score -963902.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -963921.687500 Penalty: 10607.749023 Iteration 30Q: 3 clusters Score -963921.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -963937.875000 Penalty: 10607.749023 Iteration 31Q: 3 clusters Score -963937.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -963949.562500 Penalty: 10607.749023 Iteration 32Q: 3 clusters Score -963949.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -963967.375000 Penalty: 10607.749023 Iteration 33Q: 3 clusters Score -963967.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -963984.937500 Penalty: 10607.749023 Iteration 34Q: 3 clusters Score -963984.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -963999.937500 Penalty: 10607.749023 Iteration 35Q: 3 clusters Score -963999.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -964012.312500 Penalty: 10607.749023 Iteration 36Q: 3 clusters Score -964012.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -964030.937500 Penalty: 10607.749023 Iteration 37Q: 3 clusters Score -964030.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -964040.250000 Penalty: 10607.749023 Iteration 38Q: 3 clusters Score -964040.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -964055.562500 Penalty: 10607.749023 Iteration 39Q: 3 clusters Score -964055.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -964072.000000 Penalty: 10607.749023 Iteration 40F: 3 clusters Score -964072 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -964091.250000 Penalty: 10607.749023 Iteration 41Q: 3 clusters Score -964091.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -964119.250000 Penalty: 10607.749023 Iteration 42Q: 3 clusters Score -964119.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -964156.625000 Penalty: 10607.749023 Iteration 43Q: 3 clusters Score -964156.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -964198.187500 Penalty: 10607.749023 Iteration 44Q: 3 clusters Score -964198.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -964245.562500 Penalty: 10607.749023 Iteration 45Q: 3 clusters Score -964245.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -964283.750000 Penalty: 10607.749023 Iteration 46Q: 3 clusters Score -964283.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -964309.625000 Penalty: 10607.749023 Iteration 47Q: 3 clusters Score -964309.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -964330.812500 Penalty: 10607.749023 Iteration 48Q: 3 clusters Score -964330.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -964358.437500 Penalty: 10607.749023 Iteration 49Q: 3 clusters Score -964358.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -964381.125000 Penalty: 10607.749023 Iteration 50Q: 3 clusters Score -964381.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -964399.000000 Penalty: 10607.749023 Iteration 51Q: 3 clusters Score -964399 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -964421.312500 Penalty: 10607.749023 Iteration 52Q: 3 clusters Score -964421.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -964441.937500 Penalty: 10607.749023 Iteration 53Q: 3 clusters Score -964441.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -964462.125000 Penalty: 10607.749023 Iteration 54Q: 3 clusters Score -964462.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -964475.687500 Penalty: 10607.749023 Iteration 55Q: 3 clusters Score -964475.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -964490.937500 Penalty: 10607.749023 Iteration 56Q: 3 clusters Score -964490.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -964500.625000 Penalty: 10607.749023 Iteration 57Q: 3 clusters Score -964500.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -964511.000000 Penalty: 10607.749023 Iteration 58Q: 3 clusters Score -964511 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -964521.937500 Penalty: 10607.749023 Iteration 59Q: 3 clusters Score -964521.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -964544.812500 Penalty: 10607.749023 Iteration 60F: 3 clusters Score -964544.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -964568.312500 Penalty: 10607.749023 Iteration 61Q: 3 clusters Score -964568.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -964590.750000 Penalty: 10607.749023 Iteration 62Q: 3 clusters Score -964590.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -964609.375000 Penalty: 10607.749023 Iteration 63Q: 3 clusters Score -964609.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -964633.625000 Penalty: 10607.749023 Iteration 64Q: 3 clusters Score -964633.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -964650.437500 Penalty: 10607.749023 Iteration 65Q: 3 clusters Score -964650.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -964672.250000 Penalty: 10607.749023 Iteration 66Q: 3 clusters Score -964672.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -964688.000000 Penalty: 10607.749023 Iteration 67Q: 3 clusters Score -964688 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -964707.250000 Penalty: 10607.749023 Iteration 68Q: 3 clusters Score -964707.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -964718.375000 Penalty: 10607.749023 Iteration 69Q: 3 clusters Score -964718.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -964736.437500 Penalty: 10607.749023 Iteration 70Q: 3 clusters Score -964736.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -964752.500000 Penalty: 10607.749023 Iteration 71Q: 3 clusters Score -964752.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -964772.687500 Penalty: 10607.749023 Iteration 72Q: 3 clusters Score -964772.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -964790.875000 Penalty: 10607.749023 Iteration 73Q: 3 clusters Score -964790.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -964797.062500 Penalty: 10607.749023 Iteration 74Q: 3 clusters Score -964797.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -964803.937500 Penalty: 10607.749023 Iteration 75Q: 3 clusters Score -964803.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -964813.125000 Penalty: 10607.749023 Iteration 76Q: 3 clusters Score -964813.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -964816.875000 Penalty: 10607.749023 Iteration 77Q: 3 clusters Score -964816.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -964823.750000 Penalty: 10607.749023 Iteration 78Q: 3 clusters Score -964823.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -964829.500000 Penalty: 10607.749023 Iteration 79Q: 3 clusters Score -964829.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -964834.250000 Penalty: 10607.749023 Iteration 80F: 3 clusters Score -964834.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -964840.687500 Penalty: 10607.749023 Iteration 81Q: 3 clusters Score -964840.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -964840.375000 Penalty: 10607.749023 Iteration 82Q: 3 clusters Score -964840.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -964849.687500 Penalty: 10607.749023 Iteration 83Q: 3 clusters Score -964849.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -964851.375000 Penalty: 10607.749023 Iteration 84Q: 3 clusters Score -964851.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -964854.937500 Penalty: 10607.749023 Iteration 85Q: 3 clusters Score -964854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -964855.687500 Penalty: 10607.749023 Iteration 86Q: 3 clusters Score -964855.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -964855.812500 Penalty: 10607.749023 Iteration 87Q: 3 clusters Score -964855.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -964855.812500 Penalty: 10607.749023 Iteration 88F: 3 clusters Score -964855.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -75402.140625 Penalty: 3791.568115 Iteration 0F: 2 clusters Score -75402.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72045.890625 Penalty: 7583.136230 Iteration 0F: 3 clusters Score -72045.89 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -72198.257812 Penalty: 7583.136230 Iteration 1F: 3 clusters Score -72198.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72229.085938 Penalty: 7583.136230 Iteration 2Q: 3 clusters Score -72229.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72237.484375 Penalty: 7583.136230 Iteration 3Q: 3 clusters Score -72237.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -72241.500000 Penalty: 7583.136230 Iteration 4Q: 3 clusters Score -72241.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -72263.171875 Penalty: 7583.136230 Iteration 5Q: 3 clusters Score -72263.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72282.085938 Penalty: 7583.136230 Iteration 6Q: 3 clusters Score -72282.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -72290.515625 Penalty: 7583.136230 Iteration 7Q: 3 clusters Score -72290.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72297.015625 Penalty: 7583.136230 Iteration 8Q: 3 clusters Score -72297.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72297.015625 Penalty: 7583.136230 Iteration 9F: 3 clusters Score -72297.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Entering Unmasked Estep Score: -1531405.125000 Penalty: 5556.247070 Iteration 0F: 2 clusters Score -1531405 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1522067.375000 Penalty: 11112.494141 Iteration 0F: 3 clusters Score -1522067 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1523944.125000 Penalty: 11112.494141 Iteration 1F: 3 clusters Score -1523944 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1524354.250000 Penalty: 11112.494141 Iteration 2F: 3 clusters Score -1524354 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1524559.500000 Penalty: 11112.494141 Iteration 3Q: 3 clusters Score -1524560 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1524717.250000 Penalty: 11112.494141 Iteration 4Q: 3 clusters Score -1524717 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1524818.625000 Penalty: 11112.494141 Iteration 5Q: 3 clusters Score -1524819 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1524893.375000 Penalty: 11112.494141 Iteration 6Q: 3 clusters Score -1524893 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1524945.375000 Penalty: 11112.494141 Iteration 7Q: 3 clusters Score -1524945 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1524989.875000 Penalty: 11112.494141 Iteration 8Q: 3 clusters Score -1524990 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1525024.250000 Penalty: 11112.494141 Iteration 9Q: 3 clusters Score -1525024 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1525046.625000 Penalty: 11112.494141 Iteration 10Q: 3 clusters Score -1525047 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1525072.500000 Penalty: 11112.494141 Iteration 11Q: 3 clusters Score -1525072 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -1525092.750000 Penalty: 11112.494141 Iteration 12Q: 3 clusters Score -1525093 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1525107.125000 Penalty: 11112.494141 Iteration 13Q: 3 clusters Score -1525107 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1525123.500000 Penalty: 11112.494141 Iteration 14Q: 3 clusters Score -1525124 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1525140.250000 Penalty: 11112.494141 Iteration 15Q: 3 clusters Score -1525140 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1525156.375000 Penalty: 11112.494141 Iteration 16Q: 3 clusters Score -1525156 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1525169.250000 Penalty: 11112.494141 Iteration 17Q: 3 clusters Score -1525169 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1525179.375000 Penalty: 11112.494141 Iteration 18Q: 3 clusters Score -1525179 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1525188.750000 Penalty: 11112.494141 Iteration 19Q: 3 clusters Score -1525189 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1525193.250000 Penalty: 11112.494141 Iteration 20F: 3 clusters Score -1525193 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1525201.125000 Penalty: 11112.494141 Iteration 21Q: 3 clusters Score -1525201 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1525207.750000 Penalty: 11112.494141 Iteration 22Q: 3 clusters Score -1525208 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1525214.750000 Penalty: 11112.494141 Iteration 23Q: 3 clusters Score -1525215 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1525221.250000 Penalty: 11112.494141 Iteration 24Q: 3 clusters Score -1525221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1525221.875000 Penalty: 11112.494141 Iteration 25Q: 3 clusters Score -1525222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -1525225.250000 Penalty: 11112.494141 Iteration 26Q: 3 clusters Score -1525225 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1525230.375000 Penalty: 11112.494141 Iteration 27Q: 3 clusters Score -1525230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1525233.125000 Penalty: 11112.494141 Iteration 28Q: 3 clusters Score -1525233 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1525234.625000 Penalty: 11112.494141 Iteration 29Q: 3 clusters Score -1525235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1525238.375000 Penalty: 11112.494141 Iteration 30Q: 3 clusters Score -1525238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1525238.250000 Penalty: 11112.494141 Iteration 31Q: 3 clusters Score -1525238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1525240.625000 Penalty: 11112.494141 Iteration 32Q: 3 clusters Score -1525241 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1525240.750000 Penalty: 11112.494141 Iteration 33Q: 3 clusters Score -1525241 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1525243.125000 Penalty: 11112.494141 Iteration 34Q: 3 clusters Score -1525243 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1525250.375000 Penalty: 11112.494141 Iteration 35Q: 3 clusters Score -1525250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1525252.500000 Penalty: 11112.494141 Iteration 36Q: 3 clusters Score -1525252 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1525264.000000 Penalty: 11112.494141 Iteration 37Q: 3 clusters Score -1525264 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1525272.125000 Penalty: 11112.494141 Iteration 38Q: 3 clusters Score -1525272 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1525281.750000 Penalty: 11112.494141 Iteration 39Q: 3 clusters Score -1525282 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1525292.875000 Penalty: 11112.494141 Iteration 40F: 3 clusters Score -1525293 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1525300.375000 Penalty: 11112.494141 Iteration 41Q: 3 clusters Score -1525300 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1525307.000000 Penalty: 11112.494141 Iteration 42Q: 3 clusters Score -1525307 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1525317.875000 Penalty: 11112.494141 Iteration 43Q: 3 clusters Score -1525318 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1525324.750000 Penalty: 11112.494141 Iteration 44Q: 3 clusters Score -1525325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1525328.500000 Penalty: 11112.494141 Iteration 45Q: 3 clusters Score -1525328 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1525330.500000 Penalty: 11112.494141 Iteration 46Q: 3 clusters Score -1525330 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1525341.000000 Penalty: 11112.494141 Iteration 47Q: 3 clusters Score -1525341 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1525348.750000 Penalty: 11112.494141 Iteration 48Q: 3 clusters Score -1525349 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1525352.625000 Penalty: 11112.494141 Iteration 49Q: 3 clusters Score -1525353 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1525358.750000 Penalty: 11112.494141 Iteration 50Q: 3 clusters Score -1525359 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1525364.000000 Penalty: 11112.494141 Iteration 51Q: 3 clusters Score -1525364 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1525368.125000 Penalty: 11112.494141 Iteration 52Q: 3 clusters Score -1525368 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1525371.375000 Penalty: 11112.494141 Iteration 53Q: 3 clusters Score -1525371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1525378.500000 Penalty: 11112.494141 Iteration 54Q: 3 clusters Score -1525378 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1525380.750000 Penalty: 11112.494141 Iteration 55Q: 3 clusters Score -1525381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1525383.500000 Penalty: 11112.494141 Iteration 56Q: 3 clusters Score -1525384 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1525388.375000 Penalty: 11112.494141 Iteration 57Q: 3 clusters Score -1525388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1525391.125000 Penalty: 11112.494141 Iteration 58Q: 3 clusters Score -1525391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1525391.625000 Penalty: 11112.494141 Iteration 59Q: 3 clusters Score -1525392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1525393.000000 Penalty: 11112.494141 Iteration 60F: 3 clusters Score -1525393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1525393.875000 Penalty: 11112.494141 Iteration 61Q: 3 clusters Score -1525394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1525395.500000 Penalty: 11112.494141 Iteration 62Q: 3 clusters Score -1525396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1525395.500000 Penalty: 11112.494141 Iteration 63Q: 3 clusters Score -1525396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1525396.000000 Penalty: 11112.494141 Iteration 64Q: 3 clusters Score -1525396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1525396.000000 Penalty: 11112.494141 Iteration 65F: 3 clusters Score -1525396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46696 members Mstep: Class 6 contains 97605 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18511 members Mstep: Class 9 contains 19037 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145566 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6314 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23999 members Mstep: Class 19 contains 5764 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8703 members Entering Unmasked Estep ConsiderDeletion Score: -70967912.000000 Penalty: 166180.093750 Iteration 79Q: 22 clusters Score -7.096791e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46695 members Mstep: Class 6 contains 97611 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18511 members Mstep: Class 9 contains 19036 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 6314 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23999 members Mstep: Class 19 contains 5756 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8705 members Entering Unmasked Estep ConsiderDeletion Score: -70968040.000000 Penalty: 166180.093750 Iteration 80F: 22 clusters Score -7.096804e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46690 members Mstep: Class 6 contains 97613 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18511 members Mstep: Class 9 contains 19036 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9349 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 6313 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23998 members Mstep: Class 19 contains 5760 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968200.000000 Penalty: 166180.093750 Iteration 81Q: 22 clusters Score -7.09682e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46684 members Mstep: Class 6 contains 97614 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18512 members Mstep: Class 9 contains 19036 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9348 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145566 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6314 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23996 members Mstep: Class 19 contains 5768 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968200.000000 Penalty: 166180.093750 Iteration 82Q: 22 clusters Score -7.09682e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46676 members Mstep: Class 6 contains 97613 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18514 members Mstep: Class 9 contains 19036 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9349 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145565 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6316 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23991 members Mstep: Class 19 contains 5777 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968288.000000 Penalty: 166180.093750 Iteration 83Q: 22 clusters Score -7.096829e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46670 members Mstep: Class 6 contains 97614 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18515 members Mstep: Class 9 contains 19036 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9351 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145564 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23990 members Mstep: Class 19 contains 5780 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968280.000000 Penalty: 166180.093750 Iteration 84Q: 22 clusters Score -7.096828e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46669 members Mstep: Class 6 contains 97616 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19033 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145567 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23989 members Mstep: Class 19 contains 5780 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968280.000000 Penalty: 166180.093750 Iteration 85Q: 22 clusters Score -7.096828e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46667 members Mstep: Class 6 contains 97619 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9348 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145569 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5779 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968264.000000 Penalty: 166180.093750 Iteration 86Q: 22 clusters Score -7.096826e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46666 members Mstep: Class 6 contains 97622 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9348 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145569 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5777 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968312.000000 Penalty: 166180.093750 Iteration 87Q: 22 clusters Score -7.096831e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46664 members Mstep: Class 6 contains 97622 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9348 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145569 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5779 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968296.000000 Penalty: 166180.093750 Iteration 88Q: 22 clusters Score -7.09683e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46661 members Mstep: Class 6 contains 97622 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9349 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145569 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968320.000000 Penalty: 166180.093750 Iteration 89Q: 22 clusters Score -7.096832e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18516 members Mstep: Class 9 contains 19033 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145569 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5782 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968296.000000 Penalty: 166180.093750 Iteration 90Q: 22 clusters Score -7.09683e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968288.000000 Penalty: 166180.093750 Iteration 91Q: 22 clusters Score -7.096829e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968296.000000 Penalty: 166180.093750 Iteration 92F: 22 clusters Score -7.09683e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 658 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968328.000000 Penalty: 166180.093750 Iteration 93Q: 22 clusters Score -7.096833e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968376.000000 Penalty: 166180.093750 Iteration 94Q: 22 clusters Score -7.096838e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968392.000000 Penalty: 166180.093750 Iteration 95F: 22 clusters Score -7.096839e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968488.000000 Penalty: 166180.093750 Iteration 96Q: 22 clusters Score -7.096849e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 661 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968504.000000 Penalty: 166180.093750 Iteration 97F: 22 clusters Score -7.09685e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968560.000000 Penalty: 166180.093750 Iteration 98Q: 22 clusters Score -7.096856e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 1870 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70968560.000000 Penalty: 166180.093750 Iteration 99F: 22 clusters Score -7.096856e+07 nChanged 0 Entering ConstructFrom: Score: -70968560.000000 Penalty: 166180.093750 Entering ConstructFrom: Trying to split cluster 1 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -337052.687500 Penalty: 4632.460449 Iteration 0F: 2 clusters Score -337052.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -332134.187500 Penalty: 9264.920898 Iteration 0F: 3 clusters Score -332134.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -332717.187500 Penalty: 9264.920898 Iteration 1F: 3 clusters Score -332717.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -332850.156250 Penalty: 9264.920898 Iteration 2Q: 3 clusters Score -332850.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -332926.250000 Penalty: 9264.920898 Iteration 3Q: 3 clusters Score -332926.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -332994.875000 Penalty: 9264.920898 Iteration 4Q: 3 clusters Score -332994.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -333052.562500 Penalty: 9264.920898 Iteration 5Q: 3 clusters Score -333052.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -333087.500000 Penalty: 9264.920898 Iteration 6Q: 3 clusters Score -333087.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -333113.968750 Penalty: 9264.920898 Iteration 7Q: 3 clusters Score -333114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -333126.968750 Penalty: 9264.920898 Iteration 8Q: 3 clusters Score -333127 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333137.125000 Penalty: 9264.920898 Iteration 9Q: 3 clusters Score -333137.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333139.031250 Penalty: 9264.920898 Iteration 10Q: 3 clusters Score -333139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -333140.125000 Penalty: 9264.920898 Iteration 11Q: 3 clusters Score -333140.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333141.093750 Penalty: 9264.920898 Iteration 12Q: 3 clusters Score -333141.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333141.093750 Penalty: 9264.920898 Iteration 13F: 3 clusters Score -333141.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Entering Unmasked Estep Score: -728965.937500 Penalty: 5112.898926 Iteration 0F: 2 clusters Score -728965.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -722474.687500 Penalty: 10225.797852 Iteration 0F: 3 clusters Score -722474.7 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -723425.437500 Penalty: 10225.797852 Iteration 1F: 3 clusters Score -723425.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -723726.875000 Penalty: 10225.797852 Iteration 2F: 3 clusters Score -723726.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -723930.312500 Penalty: 10225.797852 Iteration 3Q: 3 clusters Score -723930.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -724107.437500 Penalty: 10225.797852 Iteration 4Q: 3 clusters Score -724107.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -724267.562500 Penalty: 10225.797852 Iteration 5Q: 3 clusters Score -724267.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -724440.687500 Penalty: 10225.797852 Iteration 6Q: 3 clusters Score -724440.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -724629.812500 Penalty: 10225.797852 Iteration 7Q: 3 clusters Score -724629.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -724756.750000 Penalty: 10225.797852 Iteration 8Q: 3 clusters Score -724756.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -724856.375000 Penalty: 10225.797852 Iteration 9Q: 3 clusters Score -724856.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -724944.125000 Penalty: 10225.797852 Iteration 10Q: 3 clusters Score -724944.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -725029.000000 Penalty: 10225.797852 Iteration 11Q: 3 clusters Score -725029 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -725102.375000 Penalty: 10225.797852 Iteration 12Q: 3 clusters Score -725102.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -725149.187500 Penalty: 10225.797852 Iteration 13Q: 3 clusters Score -725149.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -725183.187500 Penalty: 10225.797852 Iteration 14Q: 3 clusters Score -725183.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -725213.562500 Penalty: 10225.797852 Iteration 15Q: 3 clusters Score -725213.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -725243.187500 Penalty: 10225.797852 Iteration 16Q: 3 clusters Score -725243.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -725270.000000 Penalty: 10225.797852 Iteration 17Q: 3 clusters Score -725270 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -725281.625000 Penalty: 10225.797852 Iteration 18Q: 3 clusters Score -725281.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -725291.250000 Penalty: 10225.797852 Iteration 19Q: 3 clusters Score -725291.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -725303.562500 Penalty: 10225.797852 Iteration 20F: 3 clusters Score -725303.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -725315.562500 Penalty: 10225.797852 Iteration 21Q: 3 clusters Score -725315.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -725331.250000 Penalty: 10225.797852 Iteration 22Q: 3 clusters Score -725331.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -725336.750000 Penalty: 10225.797852 Iteration 23Q: 3 clusters Score -725336.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -725346.750000 Penalty: 10225.797852 Iteration 24Q: 3 clusters Score -725346.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -725357.062500 Penalty: 10225.797852 Iteration 25Q: 3 clusters Score -725357.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -725365.375000 Penalty: 10225.797852 Iteration 26Q: 3 clusters Score -725365.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -725375.312500 Penalty: 10225.797852 Iteration 27Q: 3 clusters Score -725375.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -725386.500000 Penalty: 10225.797852 Iteration 28Q: 3 clusters Score -725386.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -725392.437500 Penalty: 10225.797852 Iteration 29Q: 3 clusters Score -725392.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -725399.875000 Penalty: 10225.797852 Iteration 30Q: 3 clusters Score -725399.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -725404.187500 Penalty: 10225.797852 Iteration 31Q: 3 clusters Score -725404.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -725408.437500 Penalty: 10225.797852 Iteration 32Q: 3 clusters Score -725408.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -725412.000000 Penalty: 10225.797852 Iteration 33Q: 3 clusters Score -725412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -725415.125000 Penalty: 10225.797852 Iteration 34Q: 3 clusters Score -725415.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -725419.625000 Penalty: 10225.797852 Iteration 35Q: 3 clusters Score -725419.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -725424.000000 Penalty: 10225.797852 Iteration 36Q: 3 clusters Score -725424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -725424.625000 Penalty: 10225.797852 Iteration 37Q: 3 clusters Score -725424.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -725427.000000 Penalty: 10225.797852 Iteration 38Q: 3 clusters Score -725427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -725427.000000 Penalty: 10225.797852 Iteration 39F: 3 clusters Score -725427 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Entering Unmasked Estep Score: -277868.531250 Penalty: 4614.387207 Iteration 0F: 2 clusters Score -277868.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -273118.562500 Penalty: 9228.774414 Iteration 0F: 3 clusters Score -273118.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -274539.593750 Penalty: 9228.774414 Iteration 1F: 3 clusters Score -274539.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -276038.375000 Penalty: 9228.774414 Iteration 2F: 3 clusters Score -276038.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -277668.531250 Penalty: 9228.774414 Iteration 3F: 3 clusters Score -277668.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -279554.343750 Penalty: 9228.774414 Iteration 4F: 3 clusters Score -279554.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -281514.031250 Penalty: 9228.774414 Iteration 5F: 3 clusters Score -281514 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -282653.812500 Penalty: 9228.774414 Iteration 6Q: 3 clusters Score -282653.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -282657.937500 Penalty: 9228.774414 Iteration 7Q: 3 clusters Score -282657.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -282657.937500 Penalty: 9228.774414 Iteration 8F: 3 clusters Score -282657.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 610 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Mstep: Class 22 contains 1260 members Entering Unmasked Estep Score: -70970088.000000 Penalty: 174093.421875 Splitting cluster 3 changes total score from -70968560.000000 to -70970088.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 4 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -76014.382812 Penalty: 3780.166504 Iteration 0F: 2 clusters Score -76014.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72699.664062 Penalty: 7560.333008 Iteration 0F: 3 clusters Score -72699.66 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -72879.734375 Penalty: 7560.333008 Iteration 1F: 3 clusters Score -72879.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -72926.531250 Penalty: 7560.333008 Iteration 2Q: 3 clusters Score -72926.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -72948.171875 Penalty: 7560.333008 Iteration 3Q: 3 clusters Score -72948.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -72965.054688 Penalty: 7560.333008 Iteration 4Q: 3 clusters Score -72965.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -72975.125000 Penalty: 7560.333008 Iteration 5Q: 3 clusters Score -72975.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -72980.515625 Penalty: 7560.333008 Iteration 6Q: 3 clusters Score -72980.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -72991.226562 Penalty: 7560.333008 Iteration 7Q: 3 clusters Score -72991.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -73013.210938 Penalty: 7560.333008 Iteration 8Q: 3 clusters Score -73013.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -73031.914062 Penalty: 7560.333008 Iteration 9Q: 3 clusters Score -73031.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -73064.023438 Penalty: 7560.333008 Iteration 10Q: 3 clusters Score -73064.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -73147.265625 Penalty: 7560.333008 Iteration 11Q: 3 clusters Score -73147.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -73269.125000 Penalty: 7560.333008 Iteration 12Q: 3 clusters Score -73269.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -73278.101562 Penalty: 7560.333008 Iteration 13Q: 3 clusters Score -73278.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -73278.101562 Penalty: 7560.333008 Iteration 14F: 3 clusters Score -73278.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46659 members Entering Unmasked Estep Score: -8281766.500000 Penalty: 6584.755371 Iteration 0F: 2 clusters Score -8281766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23385 members Mstep: Class 2 contains 23274 members Entering Unmasked Estep Score: -8248292.500000 Penalty: 13169.510742 Iteration 0F: 3 clusters Score -8248292 nChanged 20435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -8259186.500000 Penalty: 13169.510742 Iteration 1F: 3 clusters Score -8259186 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23465 members Mstep: Class 2 contains 23194 members Entering Unmasked Estep Score: -8260261.500000 Penalty: 13169.510742 Iteration 2F: 3 clusters Score -8260262 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23196 members Mstep: Class 2 contains 23463 members Entering Unmasked Estep Score: -8261232.000000 Penalty: 13169.510742 Iteration 3Q: 3 clusters Score -8261232 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -8262344.000000 Penalty: 13169.510742 Iteration 4Q: 3 clusters Score -8262344 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 24465 members Entering Unmasked Estep Score: -8263781.000000 Penalty: 13169.510742 Iteration 5F: 3 clusters Score -8263781 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 25326 members Entering Unmasked Estep Score: -8265793.500000 Penalty: 13169.510742 Iteration 6F: 3 clusters Score -8265794 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -8268019.500000 Penalty: 13169.510742 Iteration 7F: 3 clusters Score -8268020 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -8270092.000000 Penalty: 13169.510742 Iteration 8F: 3 clusters Score -8270092 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19325 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -8271611.000000 Penalty: 13169.510742 Iteration 9F: 3 clusters Score -8271611 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19185 members Mstep: Class 2 contains 27474 members Entering Unmasked Estep Score: -8272480.500000 Penalty: 13169.510742 Iteration 10Q: 3 clusters Score -8272480 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 27467 members Entering Unmasked Estep Score: -8272904.000000 Penalty: 13169.510742 Iteration 11Q: 3 clusters Score -8272904 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -8273078.500000 Penalty: 13169.510742 Iteration 12Q: 3 clusters Score -8273078 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19357 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -8273223.000000 Penalty: 13169.510742 Iteration 13Q: 3 clusters Score -8273223 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19482 members Mstep: Class 2 contains 27177 members Entering Unmasked Estep Score: -8273315.500000 Penalty: 13169.510742 Iteration 14Q: 3 clusters Score -8273316 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19631 members Mstep: Class 2 contains 27028 members Entering Unmasked Estep Score: -8273312.000000 Penalty: 13169.510742 Iteration 15Q: 3 clusters Score -8273312 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 26903 members Entering Unmasked Estep Score: -8273349.500000 Penalty: 13169.510742 Iteration 16Q: 3 clusters Score -8273350 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19873 members Mstep: Class 2 contains 26786 members Entering Unmasked Estep Score: -8273377.000000 Penalty: 13169.510742 Iteration 17Q: 3 clusters Score -8273377 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -8273419.500000 Penalty: 13169.510742 Iteration 18Q: 3 clusters Score -8273420 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20082 members Mstep: Class 2 contains 26577 members Entering Unmasked Estep Score: -8273427.500000 Penalty: 13169.510742 Iteration 19Q: 3 clusters Score -8273428 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Mstep: Class 2 contains 26510 members Entering Unmasked Estep Score: -8273444.500000 Penalty: 13169.510742 Iteration 20F: 3 clusters Score -8273444 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20209 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -8273461.000000 Penalty: 13169.510742 Iteration 21Q: 3 clusters Score -8273461 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20275 members Mstep: Class 2 contains 26384 members Entering Unmasked Estep Score: -8273470.000000 Penalty: 13169.510742 Iteration 22Q: 3 clusters Score -8273470 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20321 members Mstep: Class 2 contains 26338 members Entering Unmasked Estep Score: -8273467.500000 Penalty: 13169.510742 Iteration 23Q: 3 clusters Score -8273468 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20363 members Mstep: Class 2 contains 26296 members Entering Unmasked Estep Score: -8273499.500000 Penalty: 13169.510742 Iteration 24Q: 3 clusters Score -8273500 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20409 members Mstep: Class 2 contains 26250 members Entering Unmasked Estep Score: -8273503.500000 Penalty: 13169.510742 Iteration 25Q: 3 clusters Score -8273504 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 26202 members Entering Unmasked Estep Score: -8273515.000000 Penalty: 13169.510742 Iteration 26Q: 3 clusters Score -8273515 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20506 members Mstep: Class 2 contains 26153 members Entering Unmasked Estep Score: -8273509.000000 Penalty: 13169.510742 Iteration 27Q: 3 clusters Score -8273509 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20547 members Mstep: Class 2 contains 26112 members Entering Unmasked Estep Score: -8273520.000000 Penalty: 13169.510742 Iteration 28Q: 3 clusters Score -8273520 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 26065 members Entering Unmasked Estep Score: -8273531.500000 Penalty: 13169.510742 Iteration 29Q: 3 clusters Score -8273532 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20633 members Mstep: Class 2 contains 26026 members Entering Unmasked Estep Score: -8273528.500000 Penalty: 13169.510742 Iteration 30Q: 3 clusters Score -8273528 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 25978 members Entering Unmasked Estep Score: -8273514.500000 Penalty: 13169.510742 Iteration 31Q: 3 clusters Score -8273514 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20727 members Mstep: Class 2 contains 25932 members Entering Unmasked Estep Score: -8273520.000000 Penalty: 13169.510742 Iteration 32Q: 3 clusters Score -8273520 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20774 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -8273541.000000 Penalty: 13169.510742 Iteration 33Q: 3 clusters Score -8273541 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20815 members Mstep: Class 2 contains 25844 members Entering Unmasked Estep Score: -8273552.500000 Penalty: 13169.510742 Iteration 34Q: 3 clusters Score -8273552 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20849 members Mstep: Class 2 contains 25810 members Entering Unmasked Estep Score: -8273541.000000 Penalty: 13169.510742 Iteration 35Q: 3 clusters Score -8273541 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20888 members Mstep: Class 2 contains 25771 members Entering Unmasked Estep Score: -8273534.000000 Penalty: 13169.510742 Iteration 36Q: 3 clusters Score -8273534 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20914 members Mstep: Class 2 contains 25745 members Entering Unmasked Estep Score: -8273551.000000 Penalty: 13169.510742 Iteration 37Q: 3 clusters Score -8273551 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20952 members Mstep: Class 2 contains 25707 members Entering Unmasked Estep Score: -8273558.000000 Penalty: 13169.510742 Iteration 38Q: 3 clusters Score -8273558 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 25673 members Entering Unmasked Estep Score: -8273548.500000 Penalty: 13169.510742 Iteration 39Q: 3 clusters Score -8273548 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21014 members Mstep: Class 2 contains 25645 members Entering Unmasked Estep Score: -8273546.500000 Penalty: 13169.510742 Iteration 40F: 3 clusters Score -8273546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21035 members Mstep: Class 2 contains 25624 members Entering Unmasked Estep Score: -8273533.000000 Penalty: 13169.510742 Iteration 41Q: 3 clusters Score -8273533 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21059 members Mstep: Class 2 contains 25600 members Entering Unmasked Estep Score: -8273542.500000 Penalty: 13169.510742 Iteration 42Q: 3 clusters Score -8273542 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21082 members Mstep: Class 2 contains 25577 members Entering Unmasked Estep Score: -8273556.000000 Penalty: 13169.510742 Iteration 43Q: 3 clusters Score -8273556 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21102 members Mstep: Class 2 contains 25557 members Entering Unmasked Estep Score: -8273554.000000 Penalty: 13169.510742 Iteration 44Q: 3 clusters Score -8273554 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21123 members Mstep: Class 2 contains 25536 members Entering Unmasked Estep Score: -8273570.500000 Penalty: 13169.510742 Iteration 45Q: 3 clusters Score -8273570 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21151 members Mstep: Class 2 contains 25508 members Entering Unmasked Estep Score: -8273568.000000 Penalty: 13169.510742 Iteration 46Q: 3 clusters Score -8273568 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21175 members Mstep: Class 2 contains 25484 members Entering Unmasked Estep Score: -8273566.000000 Penalty: 13169.510742 Iteration 47Q: 3 clusters Score -8273566 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21197 members Mstep: Class 2 contains 25462 members Entering Unmasked Estep Score: -8273577.500000 Penalty: 13169.510742 Iteration 48Q: 3 clusters Score -8273578 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21212 members Mstep: Class 2 contains 25447 members Entering Unmasked Estep Score: -8273589.000000 Penalty: 13169.510742 Iteration 49Q: 3 clusters Score -8273589 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21242 members Mstep: Class 2 contains 25417 members Entering Unmasked Estep Score: -8273574.000000 Penalty: 13169.510742 Iteration 50Q: 3 clusters Score -8273574 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21263 members Mstep: Class 2 contains 25396 members Entering Unmasked Estep Score: -8273573.500000 Penalty: 13169.510742 Iteration 51Q: 3 clusters Score -8273574 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21290 members Mstep: Class 2 contains 25369 members Entering Unmasked Estep Score: -8273587.500000 Penalty: 13169.510742 Iteration 52Q: 3 clusters Score -8273588 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21317 members Mstep: Class 2 contains 25342 members Entering Unmasked Estep Score: -8273577.500000 Penalty: 13169.510742 Iteration 53Q: 3 clusters Score -8273578 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21342 members Mstep: Class 2 contains 25317 members Entering Unmasked Estep Score: -8273576.500000 Penalty: 13169.510742 Iteration 54Q: 3 clusters Score -8273576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 25299 members Entering Unmasked Estep Score: -8273587.500000 Penalty: 13169.510742 Iteration 55Q: 3 clusters Score -8273588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 25281 members Entering Unmasked Estep Score: -8273585.000000 Penalty: 13169.510742 Iteration 56Q: 3 clusters Score -8273585 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21397 members Mstep: Class 2 contains 25262 members Entering Unmasked Estep Score: -8273574.500000 Penalty: 13169.510742 Iteration 57Q: 3 clusters Score -8273574 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21411 members Mstep: Class 2 contains 25248 members Entering Unmasked Estep Score: -8273579.000000 Penalty: 13169.510742 Iteration 58Q: 3 clusters Score -8273579 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21424 members Mstep: Class 2 contains 25235 members Entering Unmasked Estep Score: -8273587.000000 Penalty: 13169.510742 Iteration 59Q: 3 clusters Score -8273587 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 25217 members Entering Unmasked Estep Score: -8273590.500000 Penalty: 13169.510742 Iteration 60F: 3 clusters Score -8273590 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 25197 members Entering Unmasked Estep Score: -8273583.000000 Penalty: 13169.510742 Iteration 61Q: 3 clusters Score -8273583 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21475 members Mstep: Class 2 contains 25184 members Entering Unmasked Estep Score: -8273579.500000 Penalty: 13169.510742 Iteration 62Q: 3 clusters Score -8273580 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21496 members Mstep: Class 2 contains 25163 members Entering Unmasked Estep Score: -8273589.000000 Penalty: 13169.510742 Iteration 63Q: 3 clusters Score -8273589 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21515 members Mstep: Class 2 contains 25144 members Entering Unmasked Estep Score: -8273591.000000 Penalty: 13169.510742 Iteration 64Q: 3 clusters Score -8273591 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21536 members Mstep: Class 2 contains 25123 members Entering Unmasked Estep Score: -8273586.000000 Penalty: 13169.510742 Iteration 65Q: 3 clusters Score -8273586 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21557 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -8273591.000000 Penalty: 13169.510742 Iteration 66Q: 3 clusters Score -8273591 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21577 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -8273594.500000 Penalty: 13169.510742 Iteration 67Q: 3 clusters Score -8273594 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -8273578.500000 Penalty: 13169.510742 Iteration 68Q: 3 clusters Score -8273578 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 25021 members Entering Unmasked Estep Score: -8273587.000000 Penalty: 13169.510742 Iteration 69Q: 3 clusters Score -8273587 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21658 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -8273572.500000 Penalty: 13169.510742 Iteration 70Q: 3 clusters Score -8273572 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 24979 members Entering Unmasked Estep Score: -8273574.500000 Penalty: 13169.510742 Iteration 71Q: 3 clusters Score -8273574 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 24957 members Entering Unmasked Estep Score: -8273579.000000 Penalty: 13169.510742 Iteration 72Q: 3 clusters Score -8273579 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21717 members Mstep: Class 2 contains 24942 members Entering Unmasked Estep Score: -8273576.000000 Penalty: 13169.510742 Iteration 73Q: 3 clusters Score -8273576 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 24920 members Entering Unmasked Estep Score: -8273579.000000 Penalty: 13169.510742 Iteration 74Q: 3 clusters Score -8273579 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21756 members Mstep: Class 2 contains 24903 members Entering Unmasked Estep Score: -8273589.500000 Penalty: 13169.510742 Iteration 75Q: 3 clusters Score -8273590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 24893 members Entering Unmasked Estep Score: -8273585.000000 Penalty: 13169.510742 Iteration 76Q: 3 clusters Score -8273585 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21783 members Mstep: Class 2 contains 24876 members Entering Unmasked Estep Score: -8273582.000000 Penalty: 13169.510742 Iteration 77Q: 3 clusters Score -8273582 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21802 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -8273593.000000 Penalty: 13169.510742 Iteration 78Q: 3 clusters Score -8273593 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21813 members Mstep: Class 2 contains 24846 members Entering Unmasked Estep Score: -8273589.500000 Penalty: 13169.510742 Iteration 79Q: 3 clusters Score -8273590 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 24834 members Entering Unmasked Estep Score: -8273595.500000 Penalty: 13169.510742 Iteration 80F: 3 clusters Score -8273596 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21840 members Mstep: Class 2 contains 24819 members Entering Unmasked Estep Score: 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Class 1 contains 22189 members Mstep: Class 2 contains 24470 members Entering Unmasked Estep Score: -8273599.000000 Penalty: 13169.510742 Iteration 97Q: 3 clusters Score -8273599 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 24450 members Entering Unmasked Estep Score: -8273614.500000 Penalty: 13169.510742 Iteration 98Q: 3 clusters Score -8273614 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 24432 members Entering Unmasked Estep Score: -8273607.000000 Penalty: 13169.510742 Iteration 99Q: 3 clusters Score -8273607 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22243 members Mstep: Class 2 contains 24416 members Entering Unmasked Estep Score: -8273607.500000 Penalty: 13169.510742 Iteration 100F: 3 clusters Score -8273608 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22353 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -8273617.500000 Penalty: 13169.510742 Iteration 105Q: 3 clusters Score -8273618 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22374 members Mstep: Class 2 contains 24285 members Entering Unmasked Estep Score: -8273628.000000 Penalty: 13169.510742 Iteration 106Q: 3 clusters Score -8273628 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22397 members Mstep: Class 2 contains 24262 members Entering Unmasked Estep Score: -8273653.500000 Penalty: 13169.510742 Iteration 107Q: 3 clusters Score -8273654 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 24238 members Entering Unmasked Estep Score: -8273649.500000 Penalty: 13169.510742 Iteration 108Q: 3 clusters Score -8273650 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22440 members Mstep: Class 2 contains 24219 members Entering Unmasked Estep Score: -8273652.500000 Penalty: 13169.510742 Iteration 109Q: 3 clusters Score -8273652 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22464 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -8273664.500000 Penalty: 13169.510742 Iteration 110Q: 3 clusters Score -8273664 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22487 members Mstep: Class 2 contains 24172 members Entering Unmasked Estep Score: -8273654.000000 Penalty: 13169.510742 Iteration 111Q: 3 clusters Score -8273654 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22505 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -8273648.500000 Penalty: 13169.510742 Iteration 112Q: 3 clusters Score -8273648 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22521 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -8273651.000000 Penalty: 13169.510742 Iteration 113Q: 3 clusters Score -8273651 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -8273642.000000 Penalty: 13169.510742 Iteration 114Q: 3 clusters Score -8273642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22548 members Mstep: Class 2 contains 24111 members Entering Unmasked Estep Score: -8273641.500000 Penalty: 13169.510742 Iteration 115Q: 3 clusters Score -8273642 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22558 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23002 members Mstep: Class 2 contains 23657 members Entering Unmasked Estep Score: -8273660.500000 Penalty: 13169.510742 Iteration 136Q: 3 clusters Score -8273660 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23032 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -8273666.500000 Penalty: 13169.510742 Iteration 137Q: 3 clusters Score -8273666 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23078 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -8273681.500000 Penalty: 13169.510742 Iteration 138Q: 3 clusters Score -8273682 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23125 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -8273676.000000 Penalty: 13169.510742 Iteration 139Q: 3 clusters Score -8273676 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23188 members Mstep: Class 2 contains 23471 members Entering Unmasked Estep Score: -8273663.000000 Penalty: 13169.510742 Iteration 140F: 3 clusters Score -8273663 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23245 members Mstep: Class 2 contains 23414 members Entering Unmasked Estep Score: -8273684.000000 Penalty: 13169.510742 Iteration 141Q: 3 clusters Score -8273684 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23314 members Mstep: Class 2 contains 23345 members Entering Unmasked Estep Score: -8273674.000000 Penalty: 13169.510742 Iteration 142Q: 3 clusters Score -8273674 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -8273681.500000 Penalty: 13169.510742 Iteration 143Q: 3 clusters Score -8273682 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23430 members Mstep: Class 2 contains 23229 members Entering Unmasked Estep Score: -8273687.000000 Penalty: 13169.510742 Iteration 144Q: 3 clusters Score -8273687 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23498 members Mstep: Class 2 contains 23161 members Entering Unmasked Estep Score: -8273698.500000 Penalty: 13169.510742 Iteration 145Q: 3 clusters Score -8273698 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23570 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -8273711.500000 Penalty: 13169.510742 Iteration 146Q: 3 clusters Score -8273712 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 23022 members Entering Unmasked Estep Score: 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nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36054 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -8275861.000000 Penalty: 13169.510742 Iteration 198Q: 3 clusters Score -8275861 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36275 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -8275900.000000 Penalty: 13169.510742 Iteration 199Q: 3 clusters Score -8275900 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36474 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -8275968.000000 Penalty: 13169.510742 Iteration 200F: 3 clusters Score -8275968 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36665 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -8276005.500000 Penalty: 13169.510742 Iteration 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members Entering Unmasked Estep Score: -8276320.500000 Penalty: 13169.510742 Iteration 213Q: 3 clusters Score -8276320 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38454 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -8276321.500000 Penalty: 13169.510742 Iteration 214Q: 3 clusters Score -8276322 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38541 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -8276335.500000 Penalty: 13169.510742 Iteration 215Q: 3 clusters Score -8276336 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38624 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -8276359.000000 Penalty: 13169.510742 Iteration 216Q: 3 clusters Score -8276359 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38714 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -8276386.500000 Penalty: 13169.510742 Iteration 217Q: 3 clusters Score -8276386 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -8276419.500000 Penalty: 13169.510742 Iteration 218Q: 3 clusters Score -8276420 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38868 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -8276421.000000 Penalty: 13169.510742 Iteration 219Q: 3 clusters Score -8276421 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38935 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -8276440.500000 Penalty: 13169.510742 Iteration 220F: 3 clusters Score -8276440 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38998 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -8276444.000000 Penalty: 13169.510742 Iteration 221Q: 3 clusters Score -8276444 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39058 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -8276456.500000 Penalty: 13169.510742 Iteration 222Q: 3 clusters Score -8276456 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39113 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -8276456.500000 Penalty: 13169.510742 Iteration 223Q: 3 clusters Score -8276456 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39157 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -8276459.000000 Penalty: 13169.510742 Iteration 224Q: 3 clusters Score -8276459 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39198 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -8276495.500000 Penalty: 13169.510742 Iteration 225Q: 3 clusters Score -8276496 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39234 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -8276515.000000 Penalty: 13169.510742 Iteration 226Q: 3 clusters Score -8276515 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39273 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -8276499.500000 Penalty: 13169.510742 Iteration 227Q: 3 clusters Score -8276500 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39305 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -8276514.500000 Penalty: 13169.510742 Iteration 228Q: 3 clusters Score -8276514 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39331 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -8276514.000000 Penalty: 13169.510742 Iteration 229Q: 3 clusters Score -8276514 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39358 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -8276515.500000 Penalty: 13169.510742 Iteration 230Q: 3 clusters Score -8276516 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39385 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -8276531.500000 Penalty: 13169.510742 Iteration 231Q: 3 clusters Score -8276532 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -8276535.500000 Penalty: 13169.510742 Iteration 232Q: 3 clusters Score -8276536 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -8276539.000000 Penalty: 13169.510742 Iteration 233Q: 3 clusters Score -8276539 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39469 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -8276563.500000 Penalty: 13169.510742 Iteration 234Q: 3 clusters Score -8276564 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39494 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -8276563.000000 Penalty: 13169.510742 Iteration 235Q: 3 clusters Score -8276563 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39529 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -8276558.000000 Penalty: 13169.510742 Iteration 236Q: 3 clusters Score -8276558 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39572 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -8276584.000000 Penalty: 13169.510742 Iteration 237Q: 3 clusters Score -8276584 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39613 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -8276567.500000 Penalty: 13169.510742 Iteration 238Q: 3 clusters Score -8276568 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39652 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -8276586.500000 Penalty: 13169.510742 Iteration 239Q: 3 clusters Score -8276586 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39677 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -8276585.500000 Penalty: 13169.510742 Iteration 240F: 3 clusters Score -8276586 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39699 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -8276591.500000 Penalty: 13169.510742 Iteration 241Q: 3 clusters Score -8276592 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39716 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -8276594.000000 Penalty: 13169.510742 Iteration 242Q: 3 clusters Score -8276594 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39741 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -8276607.000000 Penalty: 13169.510742 Iteration 243Q: 3 clusters Score -8276607 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39767 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -8276630.000000 Penalty: 13169.510742 Iteration 248Q: 3 clusters Score -8276630 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39880 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -8276623.500000 Penalty: 13169.510742 Iteration 249Q: 3 clusters Score -8276624 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39910 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -8276624.500000 Penalty: 13169.510742 Iteration 250Q: 3 clusters Score -8276624 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39937 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -8276635.500000 Penalty: 13169.510742 Iteration 251Q: 3 clusters Score -8276636 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39958 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -8276618.000000 Penalty: 13169.510742 Iteration 252Q: 3 clusters Score -8276618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -8276621.000000 Penalty: 13169.510742 Iteration 253Q: 3 clusters Score -8276621 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39992 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -8276637.500000 Penalty: 13169.510742 Iteration 254Q: 3 clusters Score -8276638 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40013 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -8276641.000000 Penalty: 13169.510742 Iteration 255Q: 3 clusters Score -8276641 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40041 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -8276656.000000 Penalty: 13169.510742 Iteration 256Q: 3 clusters Score -8276656 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40065 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -8276670.000000 Penalty: 13169.510742 Iteration 257Q: 3 clusters Score -8276670 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40094 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -8276668.500000 Penalty: 13169.510742 Iteration 258Q: 3 clusters Score -8276668 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40115 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -8276655.500000 Penalty: 13169.510742 Iteration 259Q: 3 clusters Score -8276656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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Class 0 contains 0 members Mstep: Class 1 contains 40200 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -8276680.500000 Penalty: 13169.510742 Iteration 264Q: 3 clusters Score -8276680 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40217 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -8276678.500000 Penalty: 13169.510742 Iteration 265Q: 3 clusters Score -8276678 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40231 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -8276675.500000 Penalty: 13169.510742 Iteration 266Q: 3 clusters Score -8276676 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40249 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -8276678.000000 Penalty: 13169.510742 Iteration 267Q: 3 clusters Score -8276678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40264 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -8276675.000000 Penalty: 13169.510742 Iteration 268Q: 3 clusters Score -8276675 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40274 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -8276674.000000 Penalty: 13169.510742 Iteration 269Q: 3 clusters Score -8276674 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40284 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -8276674.500000 Penalty: 13169.510742 Iteration 270Q: 3 clusters Score -8276674 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40305 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -8276666.500000 Penalty: 13169.510742 Iteration 271Q: 3 clusters Score -8276666 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40321 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -8276678.000000 Penalty: 13169.510742 Iteration 272Q: 3 clusters Score -8276678 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40338 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -8276674.500000 Penalty: 13169.510742 Iteration 273Q: 3 clusters Score -8276674 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40353 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -8276686.000000 Penalty: 13169.510742 Iteration 274Q: 3 clusters Score -8276686 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40366 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -8276678.000000 Penalty: 13169.510742 Iteration 275Q: 3 clusters Score -8276678 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40380 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -8276698.500000 Penalty: 13169.510742 Iteration 276Q: 3 clusters Score -8276698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40384 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -8276689.000000 Penalty: 13169.510742 Iteration 277Q: 3 clusters Score -8276689 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -8276683.000000 Penalty: 13169.510742 Iteration 278Q: 3 clusters Score -8276683 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40391 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -8276680.500000 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contains 6225 members Entering Unmasked Estep Score: -8276692.500000 Penalty: 13169.510742 Iteration 291Q: 3 clusters Score -8276692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40438 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -8276691.500000 Penalty: 13169.510742 Iteration 292Q: 3 clusters Score -8276692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40440 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -8276698.000000 Penalty: 13169.510742 Iteration 293Q: 3 clusters Score -8276698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40441 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -8276700.500000 Penalty: 13169.510742 Iteration 294Q: 3 clusters Score -8276700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40442 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -8276696.500000 Penalty: 13169.510742 Iteration 295Q: 3 clusters Score -8276696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40442 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -8276696.500000 Penalty: 13169.510742 Iteration 296F: 3 clusters Score -8276696 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (97623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97623 members Entering Unmasked Estep Score: -17416172.000000 Penalty: 7036.932129 Iteration 0F: 2 clusters Score -1.741617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49079 members Mstep: Class 2 contains 48544 members Entering Unmasked Estep Score: -17349514.000000 Penalty: 14073.864258 Iteration 0F: 3 clusters Score -1.734951e+07 nChanged 44728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50991 members Mstep: Class 2 contains 46632 members Entering Unmasked Estep Score: -17374466.000000 Penalty: 14073.864258 Iteration 1F: 3 clusters Score -1.737447e+07 nChanged 4390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52357 members Mstep: Class 2 contains 45266 members Entering Unmasked Estep Score: -17376030.000000 Penalty: 14073.864258 Iteration 2Q: 3 clusters Score -1.737603e+07 nChanged 4650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54407 members Mstep: Class 2 contains 43216 members Entering Unmasked Estep Score: -17378128.000000 Penalty: 14073.864258 Iteration 3Q: 3 clusters Score -1.737813e+07 nChanged 5333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57460 members Mstep: Class 2 contains 40163 members Entering Unmasked Estep Score: -17380732.000000 Penalty: 14073.864258 Iteration 4F: 3 clusters Score -1.738073e+07 nChanged 6279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61729 members Mstep: Class 2 contains 35894 members Entering Unmasked Estep Score: -17384416.000000 Penalty: 14073.864258 Iteration 5F: 3 clusters Score -1.738442e+07 nChanged 6857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67106 members Mstep: Class 2 contains 30517 members Entering Unmasked Estep Score: -17388880.000000 Penalty: 14073.864258 Iteration 6F: 3 clusters Score -1.738888e+07 nChanged 6838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73024 members Mstep: Class 2 contains 24599 members Entering Unmasked Estep Score: -17393716.000000 Penalty: 14073.864258 Iteration 7F: 3 clusters Score -1.739372e+07 nChanged 6071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78729 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -17398006.000000 Penalty: 14073.864258 Iteration 8F: 3 clusters Score -1.739801e+07 nChanged 4871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83486 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -17401638.000000 Penalty: 14073.864258 Iteration 9Q: 3 clusters Score -1.740164e+07 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87204 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -17404272.000000 Penalty: 14073.864258 Iteration 10Q: 3 clusters Score -1.740427e+07 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89906 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -17406098.000000 Penalty: 14073.864258 Iteration 11Q: 3 clusters Score -1.74061e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91829 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -17407434.000000 Penalty: 14073.864258 Iteration 12Q: 3 clusters Score -1.740743e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93147 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -17408270.000000 Penalty: 14073.864258 Iteration 13Q: 3 clusters Score -1.740827e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94014 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -17408856.000000 Penalty: 14073.864258 Iteration 14Q: 3 clusters Score -1.740886e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94609 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -17409312.000000 Penalty: 14073.864258 Iteration 15Q: 3 clusters Score -1.740931e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95022 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -17409552.000000 Penalty: 14073.864258 Iteration 16Q: 3 clusters Score -1.740955e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95274 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -17409700.000000 Penalty: 14073.864258 Iteration 17Q: 3 clusters Score -1.74097e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95443 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -17409768.000000 Penalty: 14073.864258 Iteration 18Q: 3 clusters Score -1.740977e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95549 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -17409878.000000 Penalty: 14073.864258 Iteration 19Q: 3 clusters Score -1.740988e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95648 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -17409930.000000 Penalty: 14073.864258 Iteration 20F: 3 clusters Score -1.740993e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95709 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -17409978.000000 Penalty: 14073.864258 Iteration 21Q: 3 clusters Score -1.740998e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95781 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -17410034.000000 Penalty: 14073.864258 Iteration 22Q: 3 clusters Score -1.741003e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95841 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -17410080.000000 Penalty: 14073.864258 Iteration 23Q: 3 clusters Score -1.741008e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95887 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -17410112.000000 Penalty: 14073.864258 Iteration 24Q: 3 clusters Score -1.741011e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95921 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -17410172.000000 Penalty: 14073.864258 Iteration 25Q: 3 clusters Score -1.741017e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95962 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -17410178.000000 Penalty: 14073.864258 Iteration 26Q: 3 clusters Score -1.741018e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95989 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -17410190.000000 Penalty: 14073.864258 Iteration 27Q: 3 clusters Score -1.741019e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96014 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -17410204.000000 Penalty: 14073.864258 Iteration 28Q: 3 clusters Score -1.74102e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96031 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -17410226.000000 Penalty: 14073.864258 Iteration 29Q: 3 clusters Score -1.741023e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96045 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -17410210.000000 Penalty: 14073.864258 Iteration 30Q: 3 clusters Score -1.741021e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96055 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -17410216.000000 Penalty: 14073.864258 Iteration 31Q: 3 clusters Score -1.741022e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96067 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -17410222.000000 Penalty: 14073.864258 Iteration 32Q: 3 clusters Score -1.741022e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96076 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -17410210.000000 Penalty: 14073.864258 Iteration 33Q: 3 clusters Score -1.741021e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96091 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -17410232.000000 Penalty: 14073.864258 Iteration 34Q: 3 clusters Score -1.741023e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96103 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -17410270.000000 Penalty: 14073.864258 Iteration 35Q: 3 clusters Score -1.741027e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96113 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -17410274.000000 Penalty: 14073.864258 Iteration 36Q: 3 clusters Score -1.741027e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96125 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -17410266.000000 Penalty: 14073.864258 Iteration 37Q: 3 clusters Score -1.741027e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96136 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -17410280.000000 Penalty: 14073.864258 Iteration 38Q: 3 clusters Score -1.741028e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96148 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -17410284.000000 Penalty: 14073.864258 Iteration 39Q: 3 clusters Score -1.741028e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96151 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -17410296.000000 Penalty: 14073.864258 Iteration 40F: 3 clusters Score -1.74103e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96157 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -17410304.000000 Penalty: 14073.864258 Iteration 41Q: 3 clusters Score -1.74103e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96166 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -17410296.000000 Penalty: 14073.864258 Iteration 42Q: 3 clusters Score -1.74103e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96171 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -17410330.000000 Penalty: 14073.864258 Iteration 43Q: 3 clusters Score -1.741033e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96175 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -17410316.000000 Penalty: 14073.864258 Iteration 44Q: 3 clusters Score -1.741032e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96180 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -17410328.000000 Penalty: 14073.864258 Iteration 45Q: 3 clusters Score -1.741033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96181 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -17410330.000000 Penalty: 14073.864258 Iteration 46Q: 3 clusters Score -1.741033e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96184 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -17410332.000000 Penalty: 14073.864258 Iteration 47Q: 3 clusters Score -1.741033e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96188 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -17410330.000000 Penalty: 14073.864258 Iteration 48Q: 3 clusters Score -1.741033e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96193 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -17410332.000000 Penalty: 14073.864258 Iteration 49Q: 3 clusters Score -1.741033e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96193 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -17410328.000000 Penalty: 14073.864258 Iteration 50Q: 3 clusters Score -1.741033e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96195 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -17410328.000000 Penalty: 14073.864258 Iteration 51Q: 3 clusters Score -1.741033e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96195 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -17410328.000000 Penalty: 14073.864258 Iteration 52F: 3 clusters Score -1.741033e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Entering Unmasked Estep Score: -1090528.000000 Penalty: 5346.260254 Iteration 0F: 2 clusters Score -1090528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1082701.750000 Penalty: 10692.520508 Iteration 0F: 3 clusters Score -1082702 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1084103.000000 Penalty: 10692.520508 Iteration 1F: 3 clusters Score -1084103 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1084466.875000 Penalty: 10692.520508 Iteration 2F: 3 clusters Score -1084467 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1084671.000000 Penalty: 10692.520508 Iteration 3Q: 3 clusters Score -1084671 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1084810.375000 Penalty: 10692.520508 Iteration 4Q: 3 clusters Score -1084810 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1084925.750000 Penalty: 10692.520508 Iteration 5Q: 3 clusters Score -1084926 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1085025.375000 Penalty: 10692.520508 Iteration 6Q: 3 clusters Score -1085025 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1085127.250000 Penalty: 10692.520508 Iteration 7Q: 3 clusters Score -1085127 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1085228.125000 Penalty: 10692.520508 Iteration 8Q: 3 clusters Score -1085228 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1085339.125000 Penalty: 10692.520508 Iteration 9Q: 3 clusters Score -1085339 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1085488.375000 Penalty: 10692.520508 Iteration 10Q: 3 clusters Score -1085488 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1085639.500000 Penalty: 10692.520508 Iteration 11Q: 3 clusters Score -1085640 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1085789.000000 Penalty: 10692.520508 Iteration 12Q: 3 clusters Score -1085789 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1085944.250000 Penalty: 10692.520508 Iteration 13Q: 3 clusters Score -1085944 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1086118.750000 Penalty: 10692.520508 Iteration 14Q: 3 clusters Score -1086119 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1086289.875000 Penalty: 10692.520508 Iteration 15Q: 3 clusters Score -1086290 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1086431.500000 Penalty: 10692.520508 Iteration 16Q: 3 clusters Score -1086432 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1086549.500000 Penalty: 10692.520508 Iteration 17Q: 3 clusters Score -1086550 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1086642.000000 Penalty: 10692.520508 Iteration 18Q: 3 clusters Score -1086642 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1086707.875000 Penalty: 10692.520508 Iteration 19Q: 3 clusters Score -1086708 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1086745.125000 Penalty: 10692.520508 Iteration 20F: 3 clusters Score -1086745 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1086784.125000 Penalty: 10692.520508 Iteration 21Q: 3 clusters Score -1086784 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1086821.875000 Penalty: 10692.520508 Iteration 22Q: 3 clusters Score -1086822 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1086844.500000 Penalty: 10692.520508 Iteration 23Q: 3 clusters Score -1086844 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1086863.375000 Penalty: 10692.520508 Iteration 24Q: 3 clusters Score -1086863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1086881.250000 Penalty: 10692.520508 Iteration 25Q: 3 clusters Score -1086881 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1086897.875000 Penalty: 10692.520508 Iteration 26Q: 3 clusters Score -1086898 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1086909.500000 Penalty: 10692.520508 Iteration 27Q: 3 clusters Score -1086910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1086919.125000 Penalty: 10692.520508 Iteration 28Q: 3 clusters Score -1086919 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1086922.875000 Penalty: 10692.520508 Iteration 29Q: 3 clusters Score -1086923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1086924.000000 Penalty: 10692.520508 Iteration 30Q: 3 clusters Score -1086924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1086927.250000 Penalty: 10692.520508 Iteration 31Q: 3 clusters Score -1086927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1086929.000000 Penalty: 10692.520508 Iteration 32Q: 3 clusters Score -1086929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1086931.500000 Penalty: 10692.520508 Iteration 33Q: 3 clusters Score -1086932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1086935.625000 Penalty: 10692.520508 Iteration 34Q: 3 clusters Score -1086936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1086938.625000 Penalty: 10692.520508 Iteration 35Q: 3 clusters Score -1086939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1086938.750000 Penalty: 10692.520508 Iteration 36Q: 3 clusters Score -1086939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1086938.750000 Penalty: 10692.520508 Iteration 37F: 3 clusters Score -1086939 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (18517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18517 members Entering Unmasked Estep Score: -3294246.250000 Penalty: 6018.697266 Iteration 0F: 2 clusters Score -3294246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -3278578.000000 Penalty: 12037.394531 Iteration 0F: 3 clusters Score -3278578 nChanged 7469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -3282480.250000 Penalty: 12037.394531 Iteration 1F: 3 clusters Score -3282480 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -3283056.000000 Penalty: 12037.394531 Iteration 2F: 3 clusters Score -3283056 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -3283404.500000 Penalty: 12037.394531 Iteration 3Q: 3 clusters Score -3283404 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -3283626.500000 Penalty: 12037.394531 Iteration 4Q: 3 clusters Score -3283626 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -3283792.500000 Penalty: 12037.394531 Iteration 5Q: 3 clusters Score -3283792 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -3283932.250000 Penalty: 12037.394531 Iteration 6Q: 3 clusters Score -3283932 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -3284069.250000 Penalty: 12037.394531 Iteration 7Q: 3 clusters Score -3284069 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -3284173.750000 Penalty: 12037.394531 Iteration 8Q: 3 clusters Score -3284174 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -3284258.500000 Penalty: 12037.394531 Iteration 9Q: 3 clusters Score -3284258 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -3284345.000000 Penalty: 12037.394531 Iteration 10Q: 3 clusters Score -3284345 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -3284403.500000 Penalty: 12037.394531 Iteration 11Q: 3 clusters Score -3284404 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -3284480.750000 Penalty: 12037.394531 Iteration 12Q: 3 clusters Score -3284481 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -3284558.000000 Penalty: 12037.394531 Iteration 13Q: 3 clusters Score -3284558 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -3284657.500000 Penalty: 12037.394531 Iteration 14Q: 3 clusters Score -3284658 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 10755 members Entering Unmasked Estep Score: -3284748.000000 Penalty: 12037.394531 Iteration 15Q: 3 clusters Score -3284748 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -3284831.500000 Penalty: 12037.394531 Iteration 16Q: 3 clusters Score -3284832 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -3284947.000000 Penalty: 12037.394531 Iteration 17Q: 3 clusters Score -3284947 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -3285086.500000 Penalty: 12037.394531 Iteration 18Q: 3 clusters Score -3285086 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -3285224.000000 Penalty: 12037.394531 Iteration 19Q: 3 clusters Score -3285224 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -3285376.750000 Penalty: 12037.394531 Iteration 20F: 3 clusters Score -3285377 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -3285581.250000 Penalty: 12037.394531 Iteration 21Q: 3 clusters Score -3285581 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -3285828.750000 Penalty: 12037.394531 Iteration 22Q: 3 clusters Score -3285829 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -3286120.000000 Penalty: 12037.394531 Iteration 23Q: 3 clusters Score -3286120 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -3286431.000000 Penalty: 12037.394531 Iteration 24Q: 3 clusters Score -3286431 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -3286734.750000 Penalty: 12037.394531 Iteration 25Q: 3 clusters Score -3286735 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -3287041.000000 Penalty: 12037.394531 Iteration 26Q: 3 clusters Score -3287041 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -3287327.500000 Penalty: 12037.394531 Iteration 27Q: 3 clusters Score -3287328 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -3287557.250000 Penalty: 12037.394531 Iteration 28Q: 3 clusters Score -3287557 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 15846 members Entering Unmasked Estep Score: -3287782.000000 Penalty: 12037.394531 Iteration 29Q: 3 clusters Score -3287782 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -3287986.250000 Penalty: 12037.394531 Iteration 30Q: 3 clusters Score -3287986 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -3288145.500000 Penalty: 12037.394531 Iteration 31Q: 3 clusters Score -3288146 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 16584 members Entering Unmasked Estep Score: -3288308.250000 Penalty: 12037.394531 Iteration 32Q: 3 clusters Score -3288308 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 16736 members Entering Unmasked Estep Score: -3288398.500000 Penalty: 12037.394531 Iteration 33Q: 3 clusters Score -3288398 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -3288493.500000 Penalty: 12037.394531 Iteration 34Q: 3 clusters Score -3288494 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 16954 members Entering Unmasked Estep Score: -3288560.750000 Penalty: 12037.394531 Iteration 35Q: 3 clusters Score -3288561 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 17028 members Entering Unmasked Estep Score: -3288620.500000 Penalty: 12037.394531 Iteration 36Q: 3 clusters Score -3288620 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 17096 members Entering Unmasked Estep Score: -3288670.500000 Penalty: 12037.394531 Iteration 37Q: 3 clusters Score -3288670 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -3288710.500000 Penalty: 12037.394531 Iteration 38Q: 3 clusters Score -3288710 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -3288736.000000 Penalty: 12037.394531 Iteration 39Q: 3 clusters Score -3288736 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 17234 members Entering Unmasked Estep Score: -3288760.750000 Penalty: 12037.394531 Iteration 40F: 3 clusters Score -3288761 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -3288789.000000 Penalty: 12037.394531 Iteration 41Q: 3 clusters Score -3288789 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -3288824.500000 Penalty: 12037.394531 Iteration 42Q: 3 clusters Score -3288824 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 17333 members Entering Unmasked Estep Score: -3288838.750000 Penalty: 12037.394531 Iteration 43Q: 3 clusters Score -3288839 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -3288846.500000 Penalty: 12037.394531 Iteration 44Q: 3 clusters Score -3288846 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 17380 members Entering Unmasked Estep Score: -3288861.250000 Penalty: 12037.394531 Iteration 45Q: 3 clusters Score -3288861 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 17391 members Entering Unmasked Estep Score: -3288884.000000 Penalty: 12037.394531 Iteration 46Q: 3 clusters Score -3288884 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -3288887.250000 Penalty: 12037.394531 Iteration 47Q: 3 clusters Score -3288887 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 17409 members Entering Unmasked Estep Score: -3288901.000000 Penalty: 12037.394531 Iteration 48Q: 3 clusters Score -3288901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 17415 members Entering Unmasked Estep Score: -3288898.000000 Penalty: 12037.394531 Iteration 49Q: 3 clusters Score -3288898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 17422 members Entering Unmasked Estep Score: -3288901.250000 Penalty: 12037.394531 Iteration 50Q: 3 clusters Score -3288901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 17428 members Entering Unmasked Estep Score: -3288907.500000 Penalty: 12037.394531 Iteration 51Q: 3 clusters Score -3288908 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -3288910.500000 Penalty: 12037.394531 Iteration 52Q: 3 clusters Score -3288910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -3288911.000000 Penalty: 12037.394531 Iteration 53Q: 3 clusters Score -3288911 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 17454 members Entering Unmasked Estep Score: -3288915.750000 Penalty: 12037.394531 Iteration 54Q: 3 clusters Score -3288916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 17460 members Entering Unmasked Estep Score: -3288921.000000 Penalty: 12037.394531 Iteration 55Q: 3 clusters Score -3288921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 17464 members Entering Unmasked Estep Score: -3288929.500000 Penalty: 12037.394531 Iteration 56Q: 3 clusters Score -3288930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -3288935.000000 Penalty: 12037.394531 Iteration 57Q: 3 clusters Score -3288935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 17471 members Entering Unmasked Estep Score: -3288939.750000 Penalty: 12037.394531 Iteration 58Q: 3 clusters Score -3288940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 17473 members Entering Unmasked Estep Score: -3288939.250000 Penalty: 12037.394531 Iteration 59Q: 3 clusters Score -3288939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 17474 members Entering Unmasked Estep Score: -3288941.000000 Penalty: 12037.394531 Iteration 60F: 3 clusters Score -3288941 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (19034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19034 members Entering Unmasked Estep Score: -3314181.250000 Penalty: 6035.563965 Iteration 0F: 2 clusters Score -3314181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -3298218.000000 Penalty: 12071.127930 Iteration 0F: 3 clusters Score -3298218 nChanged 7754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -3302464.000000 Penalty: 12071.127930 Iteration 1F: 3 clusters Score -3302464 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -3303386.500000 Penalty: 12071.127930 Iteration 2F: 3 clusters Score -3303386 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -3304316.750000 Penalty: 12071.127930 Iteration 3F: 3 clusters Score -3304317 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -3305114.250000 Penalty: 12071.127930 Iteration 4F: 3 clusters Score -3305114 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -3305687.000000 Penalty: 12071.127930 Iteration 5Q: 3 clusters Score -3305687 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -3306192.250000 Penalty: 12071.127930 Iteration 6Q: 3 clusters Score -3306192 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -3306691.000000 Penalty: 12071.127930 Iteration 7Q: 3 clusters Score -3306691 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -3307262.000000 Penalty: 12071.127930 Iteration 8Q: 3 clusters Score -3307262 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -3307878.500000 Penalty: 12071.127930 Iteration 9Q: 3 clusters Score -3307878 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -3308557.000000 Penalty: 12071.127930 Iteration 10Q: 3 clusters Score -3308557 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -3309150.750000 Penalty: 12071.127930 Iteration 11Q: 3 clusters Score -3309151 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -3309693.750000 Penalty: 12071.127930 Iteration 12Q: 3 clusters Score -3309694 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14721 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -3310172.000000 Penalty: 12071.127930 Iteration 13Q: 3 clusters Score -3310172 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15122 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -3310577.250000 Penalty: 12071.127930 Iteration 14Q: 3 clusters Score -3310577 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15430 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -3310866.000000 Penalty: 12071.127930 Iteration 15Q: 3 clusters Score -3310866 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -3311092.000000 Penalty: 12071.127930 Iteration 16Q: 3 clusters Score -3311092 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15856 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -3311270.500000 Penalty: 12071.127930 Iteration 17Q: 3 clusters Score -3311270 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -3311404.000000 Penalty: 12071.127930 Iteration 18Q: 3 clusters Score -3311404 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16120 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -3311475.000000 Penalty: 12071.127930 Iteration 19Q: 3 clusters Score -3311475 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -3311543.750000 Penalty: 12071.127930 Iteration 20F: 3 clusters Score -3311544 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -3311581.000000 Penalty: 12071.127930 Iteration 21Q: 3 clusters Score -3311581 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16317 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -3311602.750000 Penalty: 12071.127930 Iteration 22Q: 3 clusters Score -3311603 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -3311625.250000 Penalty: 12071.127930 Iteration 23Q: 3 clusters Score -3311625 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -3311638.250000 Penalty: 12071.127930 Iteration 24Q: 3 clusters Score -3311638 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -3311656.000000 Penalty: 12071.127930 Iteration 25Q: 3 clusters Score -3311656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -3311659.500000 Penalty: 12071.127930 Iteration 26Q: 3 clusters Score -3311660 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16437 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -3311660.250000 Penalty: 12071.127930 Iteration 27Q: 3 clusters Score -3311660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -3311667.500000 Penalty: 12071.127930 Iteration 28Q: 3 clusters Score -3311668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16452 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -3311672.000000 Penalty: 12071.127930 Iteration 29Q: 3 clusters Score -3311672 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -3311684.500000 Penalty: 12071.127930 Iteration 30Q: 3 clusters Score -3311684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -3311697.250000 Penalty: 12071.127930 Iteration 31Q: 3 clusters Score -3311697 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -3311691.250000 Penalty: 12071.127930 Iteration 32Q: 3 clusters Score -3311691 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16481 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -3311697.000000 Penalty: 12071.127930 Iteration 33Q: 3 clusters Score -3311697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16484 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -3311696.750000 Penalty: 12071.127930 Iteration 34Q: 3 clusters Score -3311697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -3311692.750000 Penalty: 12071.127930 Iteration 35Q: 3 clusters Score -3311693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16487 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -3311693.250000 Penalty: 12071.127930 Iteration 36Q: 3 clusters Score -3311693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16487 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -3311697.000000 Penalty: 12071.127930 Iteration 37Q: 3 clusters Score -3311697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16486 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -3311696.000000 Penalty: 12071.127930 Iteration 38Q: 3 clusters Score -3311696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16486 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -3311696.000000 Penalty: 12071.127930 Iteration 39F: 3 clusters Score -3311696 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Entering Unmasked Estep Score: -180780.375000 Penalty: 4353.298340 Iteration 0F: 2 clusters Score -180780.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -176621.062500 Penalty: 8706.596680 Iteration 0F: 3 clusters Score -176621.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -177354.531250 Penalty: 8706.596680 Iteration 1F: 3 clusters Score -177354.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -177738.984375 Penalty: 8706.596680 Iteration 2F: 3 clusters Score -177739 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -178092.187500 Penalty: 8706.596680 Iteration 3F: 3 clusters Score -178092.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -178577.296875 Penalty: 8706.596680 Iteration 4F: 3 clusters Score -178577.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -178973.078125 Penalty: 8706.596680 Iteration 5F: 3 clusters Score -178973.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -179441.640625 Penalty: 8706.596680 Iteration 6F: 3 clusters Score -179441.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -179864.656250 Penalty: 8706.596680 Iteration 7Q: 3 clusters Score -179864.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -180184.296875 Penalty: 8706.596680 Iteration 8Q: 3 clusters Score -180184.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -180389.625000 Penalty: 8706.596680 Iteration 9Q: 3 clusters Score -180389.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -180499.843750 Penalty: 8706.596680 Iteration 10Q: 3 clusters Score -180499.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -180530.781250 Penalty: 8706.596680 Iteration 11Q: 3 clusters Score -180530.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -180542.437500 Penalty: 8706.596680 Iteration 12Q: 3 clusters Score -180542.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -180563.359375 Penalty: 8706.596680 Iteration 13Q: 3 clusters Score -180563.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -180575.046875 Penalty: 8706.596680 Iteration 14Q: 3 clusters Score -180575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -180583.187500 Penalty: 8706.596680 Iteration 15Q: 3 clusters Score -180583.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -180590.046875 Penalty: 8706.596680 Iteration 16Q: 3 clusters Score -180590 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -180590.046875 Penalty: 8706.596680 Iteration 17F: 3 clusters Score -180590 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Entering Unmasked Estep Score: -1561915.500000 Penalty: 5600.167969 Iteration 0F: 2 clusters Score -1561916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1552133.125000 Penalty: 11200.335938 Iteration 0F: 3 clusters Score -1552133 nChanged 3420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1554349.250000 Penalty: 11200.335938 Iteration 1F: 3 clusters Score -1554349 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1555035.375000 Penalty: 11200.335938 Iteration 2F: 3 clusters Score -1555035 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1555589.375000 Penalty: 11200.335938 Iteration 3F: 3 clusters Score -1555589 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1556019.750000 Penalty: 11200.335938 Iteration 4Q: 3 clusters Score -1556020 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1556385.375000 Penalty: 11200.335938 Iteration 5Q: 3 clusters Score -1556385 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1556687.250000 Penalty: 11200.335938 Iteration 6Q: 3 clusters Score -1556687 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1556922.500000 Penalty: 11200.335938 Iteration 7Q: 3 clusters Score -1556922 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1557141.625000 Penalty: 11200.335938 Iteration 8Q: 3 clusters Score -1557142 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1557346.250000 Penalty: 11200.335938 Iteration 9Q: 3 clusters Score -1557346 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1557554.500000 Penalty: 11200.335938 Iteration 10Q: 3 clusters Score -1557554 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1557768.500000 Penalty: 11200.335938 Iteration 11Q: 3 clusters Score -1557768 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1557970.000000 Penalty: 11200.335938 Iteration 12Q: 3 clusters Score -1557970 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1558160.750000 Penalty: 11200.335938 Iteration 13Q: 3 clusters Score -1558161 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1558318.125000 Penalty: 11200.335938 Iteration 14Q: 3 clusters Score -1558318 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1558449.125000 Penalty: 11200.335938 Iteration 15Q: 3 clusters Score -1558449 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1558547.625000 Penalty: 11200.335938 Iteration 16Q: 3 clusters Score -1558548 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -1558627.750000 Penalty: 11200.335938 Iteration 17Q: 3 clusters Score -1558628 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1558705.750000 Penalty: 11200.335938 Iteration 18Q: 3 clusters Score -1558706 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1558789.375000 Penalty: 11200.335938 Iteration 19Q: 3 clusters Score -1558789 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1558877.000000 Penalty: 11200.335938 Iteration 20F: 3 clusters Score -1558877 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -1558931.750000 Penalty: 11200.335938 Iteration 21Q: 3 clusters Score -1558932 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -1558984.500000 Penalty: 11200.335938 Iteration 22Q: 3 clusters Score -1558984 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1559033.250000 Penalty: 11200.335938 Iteration 23Q: 3 clusters Score -1559033 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1559060.375000 Penalty: 11200.335938 Iteration 24Q: 3 clusters Score -1559060 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -1559085.500000 Penalty: 11200.335938 Iteration 25Q: 3 clusters Score -1559086 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -1559109.000000 Penalty: 11200.335938 Iteration 26Q: 3 clusters Score -1559109 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1559133.875000 Penalty: 11200.335938 Iteration 27Q: 3 clusters Score -1559134 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1559152.000000 Penalty: 11200.335938 Iteration 28Q: 3 clusters Score -1559152 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1559156.875000 Penalty: 11200.335938 Iteration 29Q: 3 clusters Score -1559157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -1559168.750000 Penalty: 11200.335938 Iteration 30Q: 3 clusters Score -1559169 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1559177.250000 Penalty: 11200.335938 Iteration 31Q: 3 clusters Score -1559177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1559177.875000 Penalty: 11200.335938 Iteration 32Q: 3 clusters Score -1559178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1559176.250000 Penalty: 11200.335938 Iteration 33Q: 3 clusters Score -1559176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1559173.250000 Penalty: 11200.335938 Iteration 34Q: 3 clusters Score -1559173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1559176.375000 Penalty: 11200.335938 Iteration 35Q: 3 clusters Score -1559176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1559178.875000 Penalty: 11200.335938 Iteration 36Q: 3 clusters Score -1559179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1559184.625000 Penalty: 11200.335938 Iteration 37Q: 3 clusters Score -1559185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1559181.750000 Penalty: 11200.335938 Iteration 38Q: 3 clusters Score -1559182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1559181.625000 Penalty: 11200.335938 Iteration 39Q: 3 clusters Score -1559182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1559181.625000 Penalty: 11200.335938 Iteration 40F: 3 clusters Score -1559182 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Entering Unmasked Estep Score: -41376.281250 Penalty: 3446.917969 Iteration 0F: 2 clusters Score -41376.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -38780.757812 Penalty: 6893.835938 Iteration 0F: 3 clusters Score -38780.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38833.191406 Penalty: 6893.835938 Iteration 1Q: 3 clusters Score -38833.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38857.355469 Penalty: 6893.835938 Iteration 2Q: 3 clusters Score -38857.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38857.355469 Penalty: 6893.835938 Iteration 3F: 3 clusters Score -38857.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (145568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145568 members Entering Unmasked Estep Score: -25704884.000000 Penalty: 7281.644043 Iteration 0F: 2 clusters Score -2.570488e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72769 members Mstep: Class 2 contains 72799 members Entering Unmasked Estep Score: -25606774.000000 Penalty: 14563.288086 Iteration 0F: 3 clusters Score -2.560677e+07 nChanged 67391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72568 members Mstep: Class 2 contains 73000 members Entering Unmasked Estep Score: -25644414.000000 Penalty: 14563.288086 Iteration 1F: 3 clusters Score -2.564441e+07 nChanged 5003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72585 members Mstep: Class 2 contains 72983 members Entering Unmasked Estep Score: -25645852.000000 Penalty: 14563.288086 Iteration 2Q: 3 clusters Score -2.564585e+07 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72529 members Mstep: Class 2 contains 73039 members Entering Unmasked Estep Score: -25647082.000000 Penalty: 14563.288086 Iteration 3Q: 3 clusters Score -2.564708e+07 nChanged 4705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72644 members Mstep: Class 2 contains 72924 members Entering Unmasked Estep Score: -25648164.000000 Penalty: 14563.288086 Iteration 4Q: 3 clusters Score -2.564816e+07 nChanged 4661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72775 members Mstep: Class 2 contains 72793 members Entering Unmasked Estep Score: -25649406.000000 Penalty: 14563.288086 Iteration 5Q: 3 clusters Score -2.564941e+07 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72773 members Mstep: Class 2 contains 72795 members Entering Unmasked Estep Score: -25650436.000000 Penalty: 14563.288086 Iteration 6Q: 3 clusters Score -2.565044e+07 nChanged 4549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72806 members Mstep: Class 2 contains 72762 members Entering Unmasked Estep Score: -25651566.000000 Penalty: 14563.288086 Iteration 7Q: 3 clusters Score -2.565157e+07 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72818 members Mstep: Class 2 contains 72750 members Entering Unmasked Estep Score: -25652690.000000 Penalty: 14563.288086 Iteration 8Q: 3 clusters Score -2.565269e+07 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72794 members Mstep: Class 2 contains 72774 members Entering Unmasked Estep Score: -25653826.000000 Penalty: 14563.288086 Iteration 9Q: 3 clusters Score -2.565383e+07 nChanged 4817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72725 members Mstep: Class 2 contains 72843 members Entering Unmasked Estep Score: -25655338.000000 Penalty: 14563.288086 Iteration 10Q: 3 clusters Score -2.565534e+07 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72642 members Mstep: Class 2 contains 72926 members Entering Unmasked Estep Score: -25657174.000000 Penalty: 14563.288086 Iteration 11Q: 3 clusters Score -2.565717e+07 nChanged 5474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72496 members Mstep: Class 2 contains 73072 members Entering Unmasked Estep Score: -25659506.000000 Penalty: 14563.288086 Iteration 12Q: 3 clusters Score -2.565951e+07 nChanged 5988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72250 members Mstep: Class 2 contains 73318 members Entering Unmasked Estep Score: -25662454.000000 Penalty: 14563.288086 Iteration 13Q: 3 clusters Score -2.566245e+07 nChanged 6520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71864 members Mstep: Class 2 contains 73704 members Entering Unmasked Estep Score: -25666246.000000 Penalty: 14563.288086 Iteration 14Q: 3 clusters Score -2.566625e+07 nChanged 6782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71386 members Mstep: Class 2 contains 74182 members Entering Unmasked Estep Score: -25670140.000000 Penalty: 14563.288086 Iteration 15Q: 3 clusters Score -2.567014e+07 nChanged 6366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70954 members Mstep: Class 2 contains 74614 members Entering Unmasked Estep Score: -25673306.000000 Penalty: 14563.288086 Iteration 16Q: 3 clusters Score -2.567331e+07 nChanged 4913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70563 members Mstep: Class 2 contains 75005 members Entering Unmasked Estep Score: -25674704.000000 Penalty: 14563.288086 Iteration 17Q: 3 clusters Score -2.56747e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70125 members Mstep: Class 2 contains 75443 members Entering Unmasked Estep Score: -25675428.000000 Penalty: 14563.288086 Iteration 18Q: 3 clusters Score -2.567543e+07 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69705 members Mstep: Class 2 contains 75863 members Entering Unmasked Estep Score: -25675802.000000 Penalty: 14563.288086 Iteration 19Q: 3 clusters Score -2.56758e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69286 members Mstep: Class 2 contains 76282 members Entering Unmasked Estep Score: -25675930.000000 Penalty: 14563.288086 Iteration 20F: 3 clusters Score -2.567593e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68887 members Mstep: Class 2 contains 76681 members Entering Unmasked Estep Score: -25675956.000000 Penalty: 14563.288086 Iteration 21Q: 3 clusters Score -2.567596e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68520 members Mstep: Class 2 contains 77048 members Entering Unmasked Estep Score: -25676036.000000 Penalty: 14563.288086 Iteration 22Q: 3 clusters Score -2.567604e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68141 members Mstep: Class 2 contains 77427 members Entering Unmasked Estep Score: -25676082.000000 Penalty: 14563.288086 Iteration 23Q: 3 clusters Score -2.567608e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67739 members Mstep: Class 2 contains 77829 members Entering Unmasked Estep Score: -25676118.000000 Penalty: 14563.288086 Iteration 24Q: 3 clusters Score -2.567612e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67317 members Mstep: Class 2 contains 78251 members Entering Unmasked Estep Score: -25676128.000000 Penalty: 14563.288086 Iteration 25Q: 3 clusters Score -2.567613e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66925 members Mstep: Class 2 contains 78643 members Entering Unmasked Estep Score: -25676166.000000 Penalty: 14563.288086 Iteration 26Q: 3 clusters Score -2.567617e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66529 members Mstep: Class 2 contains 79039 members Entering Unmasked Estep Score: -25676162.000000 Penalty: 14563.288086 Iteration 27Q: 3 clusters Score -2.567616e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66130 members Mstep: Class 2 contains 79438 members Entering Unmasked Estep Score: -25676226.000000 Penalty: 14563.288086 Iteration 28Q: 3 clusters Score -2.567623e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65678 members Mstep: Class 2 contains 79890 members Entering Unmasked Estep Score: -25676316.000000 Penalty: 14563.288086 Iteration 29Q: 3 clusters Score -2.567632e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65219 members Mstep: Class 2 contains 80349 members Entering Unmasked Estep Score: -25676338.000000 Penalty: 14563.288086 Iteration 30Q: 3 clusters Score -2.567634e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64758 members Mstep: Class 2 contains 80810 members Entering Unmasked Estep Score: -25676344.000000 Penalty: 14563.288086 Iteration 31Q: 3 clusters Score -2.567634e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64225 members Mstep: Class 2 contains 81343 members Entering Unmasked Estep Score: -25676412.000000 Penalty: 14563.288086 Iteration 32Q: 3 clusters Score -2.567641e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63686 members Mstep: Class 2 contains 81882 members Entering Unmasked Estep Score: -25676454.000000 Penalty: 14563.288086 Iteration 33Q: 3 clusters Score -2.567645e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63110 members Mstep: Class 2 contains 82458 members Entering Unmasked Estep Score: -25676558.000000 Penalty: 14563.288086 Iteration 34Q: 3 clusters Score -2.567656e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62501 members Mstep: Class 2 contains 83067 members Entering Unmasked Estep Score: -25676562.000000 Penalty: 14563.288086 Iteration 35Q: 3 clusters Score -2.567656e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61856 members Mstep: Class 2 contains 83712 members Entering Unmasked Estep Score: -25676654.000000 Penalty: 14563.288086 Iteration 36Q: 3 clusters Score -2.567665e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61122 members Mstep: Class 2 contains 84446 members Entering Unmasked Estep Score: -25676778.000000 Penalty: 14563.288086 Iteration 37Q: 3 clusters Score -2.567678e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60320 members Mstep: Class 2 contains 85248 members Entering Unmasked Estep Score: -25676798.000000 Penalty: 14563.288086 Iteration 38Q: 3 clusters Score -2.56768e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59390 members Mstep: Class 2 contains 86178 members Entering Unmasked Estep Score: -25677052.000000 Penalty: 14563.288086 Iteration 39Q: 3 clusters Score -2.567705e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58406 members Mstep: Class 2 contains 87162 members Entering Unmasked Estep Score: -25677134.000000 Penalty: 14563.288086 Iteration 40F: 3 clusters Score -2.567713e+07 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57365 members Mstep: Class 2 contains 88203 members Entering Unmasked Estep Score: -25677180.000000 Penalty: 14563.288086 Iteration 41Q: 3 clusters Score -2.567718e+07 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56235 members Mstep: Class 2 contains 89333 members Entering Unmasked Estep Score: -25677318.000000 Penalty: 14563.288086 Iteration 42Q: 3 clusters Score -2.567732e+07 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54985 members Mstep: Class 2 contains 90583 members Entering Unmasked Estep Score: -25677466.000000 Penalty: 14563.288086 Iteration 43Q: 3 clusters Score -2.567747e+07 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53578 members Mstep: Class 2 contains 91990 members Entering Unmasked Estep Score: -25677838.000000 Penalty: 14563.288086 Iteration 44Q: 3 clusters Score -2.567784e+07 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52034 members Mstep: Class 2 contains 93534 members Entering Unmasked Estep Score: -25678166.000000 Penalty: 14563.288086 Iteration 45Q: 3 clusters Score -2.567817e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50481 members Mstep: Class 2 contains 95087 members Entering Unmasked Estep Score: -25678430.000000 Penalty: 14563.288086 Iteration 46Q: 3 clusters Score -2.567843e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48829 members Mstep: Class 2 contains 96739 members Entering Unmasked Estep Score: -25678790.000000 Penalty: 14563.288086 Iteration 47Q: 3 clusters Score -2.567879e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47091 members Mstep: Class 2 contains 98477 members Entering Unmasked Estep Score: -25679112.000000 Penalty: 14563.288086 Iteration 48Q: 3 clusters Score -2.567911e+07 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45311 members Mstep: Class 2 contains 100257 members Entering Unmasked Estep Score: -25679546.000000 Penalty: 14563.288086 Iteration 49Q: 3 clusters Score -2.567955e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43429 members Mstep: Class 2 contains 102139 members Entering Unmasked Estep Score: -25679966.000000 Penalty: 14563.288086 Iteration 50Q: 3 clusters Score -2.567997e+07 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41348 members Mstep: Class 2 contains 104220 members Entering Unmasked Estep Score: -25680476.000000 Penalty: 14563.288086 Iteration 51Q: 3 clusters Score -2.568048e+07 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39168 members Mstep: Class 2 contains 106400 members Entering Unmasked Estep Score: -25681124.000000 Penalty: 14563.288086 Iteration 52Q: 3 clusters Score -2.568112e+07 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36920 members Mstep: Class 2 contains 108648 members Entering Unmasked Estep Score: -25681760.000000 Penalty: 14563.288086 Iteration 53Q: 3 clusters Score -2.568176e+07 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34522 members Mstep: Class 2 contains 111046 members Entering Unmasked Estep Score: -25682590.000000 Penalty: 14563.288086 Iteration 54Q: 3 clusters Score -2.568259e+07 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31976 members Mstep: Class 2 contains 113592 members Entering Unmasked Estep Score: -25683480.000000 Penalty: 14563.288086 Iteration 55Q: 3 clusters Score -2.568348e+07 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29323 members Mstep: Class 2 contains 116245 members Entering Unmasked Estep Score: -25684682.000000 Penalty: 14563.288086 Iteration 56Q: 3 clusters Score -2.568468e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26636 members Mstep: Class 2 contains 118932 members Entering Unmasked Estep Score: -25685908.000000 Penalty: 14563.288086 Iteration 57Q: 3 clusters Score -2.568591e+07 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23943 members Mstep: Class 2 contains 121625 members Entering Unmasked Estep Score: -25687272.000000 Penalty: 14563.288086 Iteration 58Q: 3 clusters Score -2.568727e+07 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 124241 members Entering Unmasked Estep Score: -25688460.000000 Penalty: 14563.288086 Iteration 59Q: 3 clusters Score -2.568846e+07 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18881 members Mstep: Class 2 contains 126687 members Entering Unmasked Estep Score: -25689602.000000 Penalty: 14563.288086 Iteration 60F: 3 clusters Score -2.56896e+07 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 128979 members Entering Unmasked Estep Score: -25690628.000000 Penalty: 14563.288086 Iteration 61Q: 3 clusters Score -2.569063e+07 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14512 members Mstep: Class 2 contains 131056 members Entering Unmasked Estep Score: -25691678.000000 Penalty: 14563.288086 Iteration 62Q: 3 clusters Score -2.569168e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 132913 members Entering Unmasked Estep Score: -25692692.000000 Penalty: 14563.288086 Iteration 63Q: 3 clusters Score -2.569269e+07 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 134606 members Entering Unmasked Estep Score: -25693524.000000 Penalty: 14563.288086 Iteration 64Q: 3 clusters Score -2.569352e+07 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 136192 members Entering Unmasked Estep Score: -25694536.000000 Penalty: 14563.288086 Iteration 65Q: 3 clusters Score -2.569454e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 137631 members Entering Unmasked Estep Score: -25695426.000000 Penalty: 14563.288086 Iteration 66Q: 3 clusters Score -2.569543e+07 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 138808 members Entering Unmasked Estep Score: -25696100.000000 Penalty: 14563.288086 Iteration 67Q: 3 clusters Score -2.56961e+07 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 139867 members Entering Unmasked Estep Score: -25696706.000000 Penalty: 14563.288086 Iteration 68Q: 3 clusters Score -2.569671e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 140754 members Entering Unmasked Estep Score: -25697384.000000 Penalty: 14563.288086 Iteration 69Q: 3 clusters Score -2.569738e+07 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 141474 members Entering Unmasked Estep Score: -25697904.000000 Penalty: 14563.288086 Iteration 70Q: 3 clusters Score -2.56979e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 142059 members Entering Unmasked Estep Score: -25698266.000000 Penalty: 14563.288086 Iteration 71Q: 3 clusters Score -2.569827e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 142464 members Entering Unmasked Estep Score: -25698534.000000 Penalty: 14563.288086 Iteration 72Q: 3 clusters Score -2.569853e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 142756 members Entering Unmasked Estep Score: -25698738.000000 Penalty: 14563.288086 Iteration 73Q: 3 clusters Score -2.569874e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 142972 members Entering Unmasked Estep Score: -25698930.000000 Penalty: 14563.288086 Iteration 74Q: 3 clusters Score -2.569893e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 143138 members Entering Unmasked Estep Score: -25699082.000000 Penalty: 14563.288086 Iteration 75Q: 3 clusters Score -2.569908e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 143282 members Entering Unmasked Estep Score: -25699118.000000 Penalty: 14563.288086 Iteration 76Q: 3 clusters Score -2.569912e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 143398 members Entering Unmasked Estep Score: -25699196.000000 Penalty: 14563.288086 Iteration 77Q: 3 clusters Score -2.56992e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 143498 members Entering Unmasked Estep Score: -25699246.000000 Penalty: 14563.288086 Iteration 78Q: 3 clusters Score -2.569925e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 143583 members Entering Unmasked Estep Score: -25699318.000000 Penalty: 14563.288086 Iteration 79Q: 3 clusters Score -2.569932e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 143681 members Entering Unmasked Estep Score: -25699438.000000 Penalty: 14563.288086 Iteration 80F: 3 clusters Score -2.569944e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 143779 members Entering Unmasked Estep Score: -25699596.000000 Penalty: 14563.288086 Iteration 81Q: 3 clusters Score -2.56996e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 143860 members Entering Unmasked Estep Score: -25699736.000000 Penalty: 14563.288086 Iteration 82Q: 3 clusters Score -2.569974e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 143911 members Entering Unmasked Estep Score: -25699892.000000 Penalty: 14563.288086 Iteration 83Q: 3 clusters Score -2.569989e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 143946 members Entering Unmasked Estep Score: -25699978.000000 Penalty: 14563.288086 Iteration 84Q: 3 clusters Score -2.569998e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 143972 members Entering Unmasked Estep Score: -25700042.000000 Penalty: 14563.288086 Iteration 85Q: 3 clusters Score -2.570004e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 143994 members Entering Unmasked Estep Score: -25700048.000000 Penalty: 14563.288086 Iteration 86Q: 3 clusters Score -2.570005e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 144008 members Entering Unmasked Estep Score: -25700074.000000 Penalty: 14563.288086 Iteration 87Q: 3 clusters Score -2.570007e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 144012 members Entering Unmasked Estep Score: -25700074.000000 Penalty: 14563.288086 Iteration 88Q: 3 clusters Score -2.570007e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 144007 members Entering Unmasked Estep Score: -25700086.000000 Penalty: 14563.288086 Iteration 89Q: 3 clusters Score -2.570009e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 144008 members Entering Unmasked Estep Score: -25700102.000000 Penalty: 14563.288086 Iteration 90Q: 3 clusters Score -2.57001e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 144011 members Entering Unmasked Estep Score: -25700090.000000 Penalty: 14563.288086 Iteration 91Q: 3 clusters Score -2.570009e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 144010 members Entering Unmasked Estep Score: -25700098.000000 Penalty: 14563.288086 Iteration 92Q: 3 clusters Score -2.57001e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 144009 members Entering Unmasked Estep Score: -25700080.000000 Penalty: 14563.288086 Iteration 93Q: 3 clusters Score -2.570008e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 144010 members Entering Unmasked Estep Score: -25700088.000000 Penalty: 14563.288086 Iteration 94Q: 3 clusters Score -2.570009e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 144012 members Entering Unmasked Estep Score: -25700078.000000 Penalty: 14563.288086 Iteration 95Q: 3 clusters Score -2.570008e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 144012 members Entering Unmasked Estep Score: -25700088.000000 Penalty: 14563.288086 Iteration 96Q: 3 clusters Score -2.570009e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 144011 members Entering Unmasked Estep Score: -25700082.000000 Penalty: 14563.288086 Iteration 97Q: 3 clusters Score -2.570008e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 144009 members Entering Unmasked Estep Score: -25700106.000000 Penalty: 14563.288086 Iteration 98Q: 3 clusters Score -2.570011e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 144009 members Entering Unmasked Estep Score: -25700108.000000 Penalty: 14563.288086 Iteration 99Q: 3 clusters Score -2.570011e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 144009 members Entering Unmasked Estep Score: -25700108.000000 Penalty: 14563.288086 Iteration 100F: 3 clusters Score -2.570011e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Entering Unmasked Estep Score: -84359.218750 Penalty: 3979.274658 Iteration 0F: 2 clusters Score -84359.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -81070.226562 Penalty: 7958.549316 Iteration 0F: 3 clusters Score -81070.23 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -81750.937500 Penalty: 7958.549316 Iteration 1F: 3 clusters Score -81750.94 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -82285.226562 Penalty: 7958.549316 Iteration 2F: 3 clusters Score -82285.23 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -82596.437500 Penalty: 7958.549316 Iteration 3F: 3 clusters Score -82596.44 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -82828.000000 Penalty: 7958.549316 Iteration 4Q: 3 clusters Score -82828 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -83000.468750 Penalty: 7958.549316 Iteration 5Q: 3 clusters Score -83000.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -83124.867188 Penalty: 7958.549316 Iteration 6Q: 3 clusters Score -83124.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -83190.179688 Penalty: 7958.549316 Iteration 7Q: 3 clusters Score -83190.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -83238.132812 Penalty: 7958.549316 Iteration 8Q: 3 clusters Score -83238.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -83323.804688 Penalty: 7958.549316 Iteration 9Q: 3 clusters Score -83323.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -83521.054688 Penalty: 7958.549316 Iteration 10Q: 3 clusters Score -83521.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -83640.523438 Penalty: 7958.549316 Iteration 11Q: 3 clusters Score -83640.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -83647.320312 Penalty: 7958.549316 Iteration 12Q: 3 clusters Score -83647.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -83647.843750 Penalty: 7958.549316 Iteration 13F: 3 clusters Score -83647.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83660.515625 Penalty: 7958.549316 Iteration 14Q: 3 clusters Score -83660.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83660.515625 Penalty: 7958.549316 Iteration 15F: 3 clusters Score -83660.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Entering Unmasked Estep Score: -1083938.750000 Penalty: 5359.987305 Iteration 0F: 2 clusters Score -1083939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1076001.750000 Penalty: 10719.974609 Iteration 0F: 3 clusters Score -1076002 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1077373.375000 Penalty: 10719.974609 Iteration 1F: 3 clusters Score -1077373 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1077723.500000 Penalty: 10719.974609 Iteration 2F: 3 clusters Score -1077724 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1077922.250000 Penalty: 10719.974609 Iteration 3Q: 3 clusters Score -1077922 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1078064.000000 Penalty: 10719.974609 Iteration 4Q: 3 clusters Score -1078064 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1078148.125000 Penalty: 10719.974609 Iteration 5Q: 3 clusters Score -1078148 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1078224.500000 Penalty: 10719.974609 Iteration 6Q: 3 clusters Score -1078224 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1078274.875000 Penalty: 10719.974609 Iteration 7Q: 3 clusters Score -1078275 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1078319.625000 Penalty: 10719.974609 Iteration 8Q: 3 clusters Score -1078320 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1078354.250000 Penalty: 10719.974609 Iteration 9Q: 3 clusters Score -1078354 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1078383.875000 Penalty: 10719.974609 Iteration 10Q: 3 clusters Score -1078384 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1078410.875000 Penalty: 10719.974609 Iteration 11Q: 3 clusters Score -1078411 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1078433.750000 Penalty: 10719.974609 Iteration 12Q: 3 clusters Score -1078434 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1078451.000000 Penalty: 10719.974609 Iteration 13Q: 3 clusters Score -1078451 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1078468.875000 Penalty: 10719.974609 Iteration 14Q: 3 clusters Score -1078469 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1078479.750000 Penalty: 10719.974609 Iteration 15Q: 3 clusters Score -1078480 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1078492.625000 Penalty: 10719.974609 Iteration 16Q: 3 clusters Score -1078493 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1078509.500000 Penalty: 10719.974609 Iteration 17Q: 3 clusters Score -1078510 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1078519.375000 Penalty: 10719.974609 Iteration 18Q: 3 clusters Score -1078519 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1078532.625000 Penalty: 10719.974609 Iteration 19Q: 3 clusters Score -1078533 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1078536.875000 Penalty: 10719.974609 Iteration 20F: 3 clusters Score -1078537 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1078547.500000 Penalty: 10719.974609 Iteration 21Q: 3 clusters Score -1078548 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1078553.750000 Penalty: 10719.974609 Iteration 22Q: 3 clusters Score -1078554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1078558.500000 Penalty: 10719.974609 Iteration 23Q: 3 clusters Score -1078558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1078564.375000 Penalty: 10719.974609 Iteration 24Q: 3 clusters Score -1078564 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1078573.500000 Penalty: 10719.974609 Iteration 25Q: 3 clusters Score -1078574 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1078581.875000 Penalty: 10719.974609 Iteration 26Q: 3 clusters Score -1078582 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1078590.875000 Penalty: 10719.974609 Iteration 27Q: 3 clusters Score -1078591 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1078602.500000 Penalty: 10719.974609 Iteration 28Q: 3 clusters Score -1078602 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1078607.875000 Penalty: 10719.974609 Iteration 29Q: 3 clusters Score -1078608 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1078615.375000 Penalty: 10719.974609 Iteration 30Q: 3 clusters Score -1078615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1078617.750000 Penalty: 10719.974609 Iteration 31Q: 3 clusters Score -1078618 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1078622.125000 Penalty: 10719.974609 Iteration 32Q: 3 clusters Score -1078622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -1078629.750000 Penalty: 10719.974609 Iteration 33Q: 3 clusters Score -1078630 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1078636.875000 Penalty: 10719.974609 Iteration 34Q: 3 clusters Score -1078637 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1078644.000000 Penalty: 10719.974609 Iteration 35Q: 3 clusters Score -1078644 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1078654.875000 Penalty: 10719.974609 Iteration 36Q: 3 clusters Score -1078655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1078656.750000 Penalty: 10719.974609 Iteration 37Q: 3 clusters Score -1078657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1078661.375000 Penalty: 10719.974609 Iteration 38Q: 3 clusters Score -1078661 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1078664.000000 Penalty: 10719.974609 Iteration 39Q: 3 clusters Score -1078664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1078665.125000 Penalty: 10719.974609 Iteration 40F: 3 clusters Score -1078665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1078667.750000 Penalty: 10719.974609 Iteration 41Q: 3 clusters Score -1078668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -1078669.875000 Penalty: 10719.974609 Iteration 42Q: 3 clusters Score -1078670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1078671.375000 Penalty: 10719.974609 Iteration 43Q: 3 clusters Score -1078671 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1078671.375000 Penalty: 10719.974609 Iteration 44F: 3 clusters Score -1078671 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Entering Unmasked Estep Score: -1484901.375000 Penalty: 5533.593262 Iteration 0F: 2 clusters Score -1484901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1475648.000000 Penalty: 11067.186523 Iteration 0F: 3 clusters Score -1475648 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1477407.750000 Penalty: 11067.186523 Iteration 1F: 3 clusters Score -1477408 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1477779.250000 Penalty: 11067.186523 Iteration 2F: 3 clusters Score -1477779 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1477967.875000 Penalty: 11067.186523 Iteration 3Q: 3 clusters Score -1477968 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1478073.250000 Penalty: 11067.186523 Iteration 4Q: 3 clusters Score -1478073 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1478142.750000 Penalty: 11067.186523 Iteration 5Q: 3 clusters Score -1478143 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1478194.375000 Penalty: 11067.186523 Iteration 6Q: 3 clusters Score -1478194 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1478241.625000 Penalty: 11067.186523 Iteration 7Q: 3 clusters Score -1478242 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1478278.250000 Penalty: 11067.186523 Iteration 8Q: 3 clusters Score -1478278 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1478306.500000 Penalty: 11067.186523 Iteration 9Q: 3 clusters Score -1478306 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1478322.875000 Penalty: 11067.186523 Iteration 10Q: 3 clusters Score -1478323 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1478343.750000 Penalty: 11067.186523 Iteration 11Q: 3 clusters Score -1478344 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1478351.000000 Penalty: 11067.186523 Iteration 12Q: 3 clusters Score -1478351 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1478358.250000 Penalty: 11067.186523 Iteration 13Q: 3 clusters Score -1478358 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1478367.875000 Penalty: 11067.186523 Iteration 14Q: 3 clusters Score -1478368 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1478376.500000 Penalty: 11067.186523 Iteration 15Q: 3 clusters Score -1478376 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1478385.500000 Penalty: 11067.186523 Iteration 16Q: 3 clusters Score -1478386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1478394.500000 Penalty: 11067.186523 Iteration 17Q: 3 clusters Score -1478394 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1478403.750000 Penalty: 11067.186523 Iteration 18Q: 3 clusters Score -1478404 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1478415.125000 Penalty: 11067.186523 Iteration 19Q: 3 clusters Score -1478415 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1478426.750000 Penalty: 11067.186523 Iteration 20F: 3 clusters Score -1478427 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1478437.625000 Penalty: 11067.186523 Iteration 21Q: 3 clusters Score -1478438 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1478447.000000 Penalty: 11067.186523 Iteration 22Q: 3 clusters Score -1478447 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1478460.625000 Penalty: 11067.186523 Iteration 23Q: 3 clusters Score -1478461 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1478471.125000 Penalty: 11067.186523 Iteration 24Q: 3 clusters Score -1478471 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1478478.250000 Penalty: 11067.186523 Iteration 25Q: 3 clusters Score -1478478 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1478489.000000 Penalty: 11067.186523 Iteration 26Q: 3 clusters Score -1478489 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1478498.250000 Penalty: 11067.186523 Iteration 27Q: 3 clusters Score -1478498 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1478504.375000 Penalty: 11067.186523 Iteration 28Q: 3 clusters Score -1478504 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1478522.000000 Penalty: 11067.186523 Iteration 29Q: 3 clusters Score -1478522 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1478531.000000 Penalty: 11067.186523 Iteration 30Q: 3 clusters Score -1478531 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1478545.500000 Penalty: 11067.186523 Iteration 31Q: 3 clusters Score -1478546 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1478553.375000 Penalty: 11067.186523 Iteration 32Q: 3 clusters Score -1478553 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1478561.125000 Penalty: 11067.186523 Iteration 33Q: 3 clusters Score -1478561 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1478569.250000 Penalty: 11067.186523 Iteration 34Q: 3 clusters Score -1478569 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1478574.750000 Penalty: 11067.186523 Iteration 35Q: 3 clusters Score -1478575 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1478586.250000 Penalty: 11067.186523 Iteration 36Q: 3 clusters Score -1478586 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1478589.875000 Penalty: 11067.186523 Iteration 37Q: 3 clusters Score -1478590 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1478599.125000 Penalty: 11067.186523 Iteration 38Q: 3 clusters Score -1478599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1478610.000000 Penalty: 11067.186523 Iteration 39Q: 3 clusters Score -1478610 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1478612.125000 Penalty: 11067.186523 Iteration 40F: 3 clusters Score -1478612 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1478616.875000 Penalty: 11067.186523 Iteration 41Q: 3 clusters Score -1478617 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1478627.000000 Penalty: 11067.186523 Iteration 42Q: 3 clusters Score -1478627 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1478636.375000 Penalty: 11067.186523 Iteration 43Q: 3 clusters Score -1478636 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1478643.375000 Penalty: 11067.186523 Iteration 44Q: 3 clusters Score -1478643 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1478647.375000 Penalty: 11067.186523 Iteration 45Q: 3 clusters Score -1478647 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1478666.625000 Penalty: 11067.186523 Iteration 46Q: 3 clusters Score -1478667 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1478682.250000 Penalty: 11067.186523 Iteration 47Q: 3 clusters Score -1478682 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1478692.500000 Penalty: 11067.186523 Iteration 48Q: 3 clusters Score -1478692 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1478705.625000 Penalty: 11067.186523 Iteration 49Q: 3 clusters Score -1478706 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1478725.625000 Penalty: 11067.186523 Iteration 50Q: 3 clusters Score -1478726 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1478744.500000 Penalty: 11067.186523 Iteration 51Q: 3 clusters Score -1478744 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1478756.875000 Penalty: 11067.186523 Iteration 52Q: 3 clusters Score -1478757 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478766.750000 Penalty: 11067.186523 Iteration 53Q: 3 clusters Score -1478767 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478771.000000 Penalty: 11067.186523 Iteration 54Q: 3 clusters Score -1478771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1478772.500000 Penalty: 11067.186523 Iteration 55Q: 3 clusters Score -1478772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478775.125000 Penalty: 11067.186523 Iteration 56Q: 3 clusters Score -1478775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478775.500000 Penalty: 11067.186523 Iteration 57Q: 3 clusters Score -1478776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1478776.375000 Penalty: 11067.186523 Iteration 58Q: 3 clusters Score -1478776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1478778.375000 Penalty: 11067.186523 Iteration 59Q: 3 clusters Score -1478778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478780.125000 Penalty: 11067.186523 Iteration 60F: 3 clusters Score -1478780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1478785.500000 Penalty: 11067.186523 Iteration 61Q: 3 clusters Score -1478786 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1478782.875000 Penalty: 11067.186523 Iteration 62Q: 3 clusters Score -1478783 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1478788.500000 Penalty: 11067.186523 Iteration 63Q: 3 clusters Score -1478788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1478790.250000 Penalty: 11067.186523 Iteration 64Q: 3 clusters Score -1478790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1478795.250000 Penalty: 11067.186523 Iteration 65Q: 3 clusters Score -1478795 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1478806.250000 Penalty: 11067.186523 Iteration 66Q: 3 clusters Score -1478806 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1478809.750000 Penalty: 11067.186523 Iteration 67Q: 3 clusters Score -1478810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1478809.250000 Penalty: 11067.186523 Iteration 68Q: 3 clusters Score -1478809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1478811.250000 Penalty: 11067.186523 Iteration 69Q: 3 clusters Score -1478811 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1478815.250000 Penalty: 11067.186523 Iteration 70Q: 3 clusters Score -1478815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1478818.000000 Penalty: 11067.186523 Iteration 71Q: 3 clusters Score -1478818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1478818.625000 Penalty: 11067.186523 Iteration 72Q: 3 clusters Score -1478819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1478819.375000 Penalty: 11067.186523 Iteration 73Q: 3 clusters Score -1478819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1478818.500000 Penalty: 11067.186523 Iteration 74Q: 3 clusters Score -1478818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1478819.250000 Penalty: 11067.186523 Iteration 75Q: 3 clusters Score -1478819 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1478822.125000 Penalty: 11067.186523 Iteration 76Q: 3 clusters Score -1478822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1478826.750000 Penalty: 11067.186523 Iteration 77Q: 3 clusters Score -1478827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1478825.500000 Penalty: 11067.186523 Iteration 78Q: 3 clusters Score -1478826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1478826.250000 Penalty: 11067.186523 Iteration 79Q: 3 clusters Score -1478826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1478827.375000 Penalty: 11067.186523 Iteration 80F: 3 clusters Score -1478827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1478831.000000 Penalty: 11067.186523 Iteration 81Q: 3 clusters Score -1478831 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1478832.500000 Penalty: 11067.186523 Iteration 82Q: 3 clusters Score -1478832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1478835.750000 Penalty: 11067.186523 Iteration 83Q: 3 clusters Score -1478836 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1478837.750000 Penalty: 11067.186523 Iteration 84Q: 3 clusters Score -1478838 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1478839.750000 Penalty: 11067.186523 Iteration 85Q: 3 clusters Score -1478840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1478845.875000 Penalty: 11067.186523 Iteration 86Q: 3 clusters Score -1478846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1478849.375000 Penalty: 11067.186523 Iteration 87Q: 3 clusters Score -1478849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1478850.125000 Penalty: 11067.186523 Iteration 88Q: 3 clusters Score -1478850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1478852.375000 Penalty: 11067.186523 Iteration 89Q: 3 clusters Score -1478852 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1478856.375000 Penalty: 11067.186523 Iteration 90Q: 3 clusters Score -1478856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1478854.125000 Penalty: 11067.186523 Iteration 91Q: 3 clusters Score -1478854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1478853.375000 Penalty: 11067.186523 Iteration 92Q: 3 clusters Score -1478853 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1478861.000000 Penalty: 11067.186523 Iteration 93Q: 3 clusters Score -1478861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1478860.250000 Penalty: 11067.186523 Iteration 94Q: 3 clusters Score -1478860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1478859.375000 Penalty: 11067.186523 Iteration 95Q: 3 clusters Score -1478859 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1478864.000000 Penalty: 11067.186523 Iteration 96Q: 3 clusters Score -1478864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1478863.875000 Penalty: 11067.186523 Iteration 97Q: 3 clusters Score -1478864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478863.250000 Penalty: 11067.186523 Iteration 98Q: 3 clusters Score -1478863 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1478865.875000 Penalty: 11067.186523 Iteration 99Q: 3 clusters Score -1478866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1478864.875000 Penalty: 11067.186523 Iteration 100F: 3 clusters Score -1478865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1478866.375000 Penalty: 11067.186523 Iteration 101Q: 3 clusters Score -1478866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478866.625000 Penalty: 11067.186523 Iteration 102Q: 3 clusters Score -1478867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1478866.625000 Penalty: 11067.186523 Iteration 103F: 3 clusters Score -1478867 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Entering Unmasked Estep Score: -161009.703125 Penalty: 4234.054688 Iteration 0F: 2 clusters Score -161009.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -157008.406250 Penalty: 8468.109375 Iteration 0F: 3 clusters Score -157008.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -157364.687500 Penalty: 8468.109375 Iteration 1F: 3 clusters Score -157364.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -157472.281250 Penalty: 8468.109375 Iteration 2Q: 3 clusters Score -157472.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -157546.437500 Penalty: 8468.109375 Iteration 3Q: 3 clusters Score -157546.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -157595.625000 Penalty: 8468.109375 Iteration 4Q: 3 clusters Score -157595.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -157633.296875 Penalty: 8468.109375 Iteration 5Q: 3 clusters Score -157633.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -157667.593750 Penalty: 8468.109375 Iteration 6Q: 3 clusters Score -157667.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -157691.656250 Penalty: 8468.109375 Iteration 7Q: 3 clusters Score -157691.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -157711.906250 Penalty: 8468.109375 Iteration 8Q: 3 clusters Score -157711.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -157733.718750 Penalty: 8468.109375 Iteration 9Q: 3 clusters Score -157733.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -157742.953125 Penalty: 8468.109375 Iteration 10Q: 3 clusters Score -157743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -157742.953125 Penalty: 8468.109375 Iteration 11F: 3 clusters Score -157743 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23988 members Entering Unmasked Estep Score: -4146334.500000 Penalty: 6177.251953 Iteration 0F: 2 clusters Score -4146334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -4127207.250000 Penalty: 12354.503906 Iteration 0F: 3 clusters Score -4127207 nChanged 9973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12346 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -4132475.250000 Penalty: 12354.503906 Iteration 1F: 3 clusters Score -4132475 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -4133239.500000 Penalty: 12354.503906 Iteration 2F: 3 clusters Score -4133240 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -4133982.250000 Penalty: 12354.503906 Iteration 3Q: 3 clusters Score -4133982 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -4134793.250000 Penalty: 12354.503906 Iteration 4Q: 3 clusters Score -4134793 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -4135643.000000 Penalty: 12354.503906 Iteration 5Q: 3 clusters Score -4135643 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -4136575.750000 Penalty: 12354.503906 Iteration 6F: 3 clusters Score -4136576 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -4137495.750000 Penalty: 12354.503906 Iteration 7F: 3 clusters Score -4137496 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -4138447.250000 Penalty: 12354.503906 Iteration 8F: 3 clusters Score -4138447 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -4139339.750000 Penalty: 12354.503906 Iteration 9F: 3 clusters Score -4139340 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 15509 members Entering Unmasked Estep Score: -4140276.500000 Penalty: 12354.503906 Iteration 10F: 3 clusters Score -4140276 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -4141165.750000 Penalty: 12354.503906 Iteration 11F: 3 clusters Score -4141166 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 17473 members Entering Unmasked Estep Score: -4141893.500000 Penalty: 12354.503906 Iteration 12Q: 3 clusters Score -4141894 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 18254 members Entering Unmasked Estep Score: -4142449.750000 Penalty: 12354.503906 Iteration 13Q: 3 clusters Score -4142450 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 18913 members Entering Unmasked Estep Score: -4142895.250000 Penalty: 12354.503906 Iteration 14Q: 3 clusters Score -4142895 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -4143234.500000 Penalty: 12354.503906 Iteration 15Q: 3 clusters Score -4143234 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -4143502.250000 Penalty: 12354.503906 Iteration 16Q: 3 clusters Score -4143502 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 20193 members Entering Unmasked Estep Score: -4143699.500000 Penalty: 12354.503906 Iteration 17Q: 3 clusters Score -4143700 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -4143882.250000 Penalty: 12354.503906 Iteration 18Q: 3 clusters Score -4143882 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 20729 members Entering Unmasked Estep Score: -4144006.250000 Penalty: 12354.503906 Iteration 19Q: 3 clusters Score -4144006 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -4144100.500000 Penalty: 12354.503906 Iteration 20F: 3 clusters Score -4144100 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 21044 members Entering Unmasked Estep Score: -4144154.250000 Penalty: 12354.503906 Iteration 21Q: 3 clusters Score -4144154 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 21148 members Entering Unmasked Estep Score: -4144197.000000 Penalty: 12354.503906 Iteration 22Q: 3 clusters Score -4144197 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -4144234.250000 Penalty: 12354.503906 Iteration 23Q: 3 clusters Score -4144234 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 21300 members Entering Unmasked Estep Score: -4144266.500000 Penalty: 12354.503906 Iteration 24Q: 3 clusters Score -4144266 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 21350 members Entering Unmasked Estep Score: -4144293.750000 Penalty: 12354.503906 Iteration 25Q: 3 clusters Score -4144294 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 21406 members Entering Unmasked Estep Score: -4144326.250000 Penalty: 12354.503906 Iteration 26Q: 3 clusters Score -4144326 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -4144346.500000 Penalty: 12354.503906 Iteration 27Q: 3 clusters Score -4144346 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -4144372.750000 Penalty: 12354.503906 Iteration 28Q: 3 clusters Score -4144373 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 21552 members Entering Unmasked Estep Score: -4144406.000000 Penalty: 12354.503906 Iteration 29Q: 3 clusters Score -4144406 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 21597 members Entering Unmasked Estep Score: -4144426.750000 Penalty: 12354.503906 Iteration 30Q: 3 clusters Score -4144427 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 21627 members Entering Unmasked Estep Score: -4144439.500000 Penalty: 12354.503906 Iteration 31Q: 3 clusters Score -4144440 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 21643 members Entering Unmasked Estep Score: -4144434.250000 Penalty: 12354.503906 Iteration 32Q: 3 clusters Score -4144434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 21661 members Entering Unmasked Estep Score: -4144442.250000 Penalty: 12354.503906 Iteration 33Q: 3 clusters Score -4144442 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 21673 members Entering Unmasked Estep Score: -4144458.250000 Penalty: 12354.503906 Iteration 34Q: 3 clusters Score -4144458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 21684 members Entering Unmasked Estep Score: -4144465.000000 Penalty: 12354.503906 Iteration 35Q: 3 clusters Score -4144465 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -4144468.750000 Penalty: 12354.503906 Iteration 36Q: 3 clusters Score -4144469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -4144466.500000 Penalty: 12354.503906 Iteration 37Q: 3 clusters Score -4144466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 21699 members Entering Unmasked Estep Score: -4144471.250000 Penalty: 12354.503906 Iteration 38Q: 3 clusters Score -4144471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 21704 members Entering Unmasked Estep Score: -4144472.750000 Penalty: 12354.503906 Iteration 39Q: 3 clusters Score -4144473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -4144470.250000 Penalty: 12354.503906 Iteration 40F: 3 clusters Score -4144470 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Entering Unmasked Estep Score: -969951.250000 Penalty: 5305.678223 Iteration 0F: 2 clusters Score -969951.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -962385.125000 Penalty: 10611.356445 Iteration 0F: 3 clusters Score -962385.1 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -963815.000000 Penalty: 10611.356445 Iteration 1F: 3 clusters Score -963815 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -964336.125000 Penalty: 10611.356445 Iteration 2F: 3 clusters Score -964336.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -964782.937500 Penalty: 10611.356445 Iteration 3F: 3 clusters Score -964782.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -965196.562500 Penalty: 10611.356445 Iteration 4Q: 3 clusters Score -965196.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -965519.875000 Penalty: 10611.356445 Iteration 5Q: 3 clusters Score -965519.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -965721.000000 Penalty: 10611.356445 Iteration 6Q: 3 clusters Score -965721 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -965868.875000 Penalty: 10611.356445 Iteration 7Q: 3 clusters Score -965868.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -965998.312500 Penalty: 10611.356445 Iteration 8Q: 3 clusters Score -965998.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -966102.875000 Penalty: 10611.356445 Iteration 9Q: 3 clusters Score -966102.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -966180.375000 Penalty: 10611.356445 Iteration 10Q: 3 clusters Score -966180.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -966235.250000 Penalty: 10611.356445 Iteration 11Q: 3 clusters Score -966235.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -966282.687500 Penalty: 10611.356445 Iteration 12Q: 3 clusters Score -966282.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -966312.250000 Penalty: 10611.356445 Iteration 13Q: 3 clusters Score -966312.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -966344.312500 Penalty: 10611.356445 Iteration 14Q: 3 clusters Score -966344.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -966371.437500 Penalty: 10611.356445 Iteration 15Q: 3 clusters Score -966371.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -966397.625000 Penalty: 10611.356445 Iteration 16Q: 3 clusters Score -966397.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -966424.500000 Penalty: 10611.356445 Iteration 17Q: 3 clusters Score -966424.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -966458.937500 Penalty: 10611.356445 Iteration 18Q: 3 clusters Score -966458.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -966486.625000 Penalty: 10611.356445 Iteration 19Q: 3 clusters Score -966486.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -966521.375000 Penalty: 10611.356445 Iteration 20F: 3 clusters Score -966521.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -966555.437500 Penalty: 10611.356445 Iteration 21Q: 3 clusters Score -966555.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -966586.687500 Penalty: 10611.356445 Iteration 22Q: 3 clusters Score -966586.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -966621.187500 Penalty: 10611.356445 Iteration 23Q: 3 clusters Score -966621.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -966657.187500 Penalty: 10611.356445 Iteration 24Q: 3 clusters Score -966657.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -966686.312500 Penalty: 10611.356445 Iteration 25Q: 3 clusters Score -966686.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -966722.187500 Penalty: 10611.356445 Iteration 26Q: 3 clusters Score -966722.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -966757.187500 Penalty: 10611.356445 Iteration 27Q: 3 clusters Score -966757.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -966789.000000 Penalty: 10611.356445 Iteration 28Q: 3 clusters Score -966789 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -966806.750000 Penalty: 10611.356445 Iteration 29Q: 3 clusters Score -966806.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -966825.437500 Penalty: 10611.356445 Iteration 30Q: 3 clusters Score -966825.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -966841.062500 Penalty: 10611.356445 Iteration 31Q: 3 clusters Score -966841.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -966851.125000 Penalty: 10611.356445 Iteration 32Q: 3 clusters Score -966851.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -966857.937500 Penalty: 10611.356445 Iteration 33Q: 3 clusters Score -966857.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -966869.750000 Penalty: 10611.356445 Iteration 34Q: 3 clusters Score -966869.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -966875.687500 Penalty: 10611.356445 Iteration 35Q: 3 clusters Score -966875.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -966884.812500 Penalty: 10611.356445 Iteration 36Q: 3 clusters Score -966884.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -966895.375000 Penalty: 10611.356445 Iteration 37Q: 3 clusters Score -966895.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -966900.000000 Penalty: 10611.356445 Iteration 38Q: 3 clusters Score -966900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -966904.000000 Penalty: 10611.356445 Iteration 39Q: 3 clusters Score -966904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -966907.375000 Penalty: 10611.356445 Iteration 40F: 3 clusters Score -966907.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -966909.500000 Penalty: 10611.356445 Iteration 41Q: 3 clusters Score -966909.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -966908.937500 Penalty: 10611.356445 Iteration 42Q: 3 clusters Score -966908.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -966912.437500 Penalty: 10611.356445 Iteration 43Q: 3 clusters Score -966912.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -966912.437500 Penalty: 10611.356445 Iteration 44F: 3 clusters Score -966912.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -75402.140625 Penalty: 3791.568115 Iteration 0F: 2 clusters Score -75402.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -72089.148438 Penalty: 7583.136230 Iteration 0F: 3 clusters Score -72089.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -72278.453125 Penalty: 7583.136230 Iteration 1F: 3 clusters Score -72278.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -72379.468750 Penalty: 7583.136230 Iteration 2Q: 3 clusters Score -72379.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -72423.796875 Penalty: 7583.136230 Iteration 3Q: 3 clusters Score -72423.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -72456.921875 Penalty: 7583.136230 Iteration 4Q: 3 clusters Score -72456.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -72471.765625 Penalty: 7583.136230 Iteration 5Q: 3 clusters Score -72471.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -72475.171875 Penalty: 7583.136230 Iteration 6Q: 3 clusters Score -72475.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -72475.171875 Penalty: 7583.136230 Iteration 7F: 3 clusters Score -72475.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Entering Unmasked Estep Score: -1531915.125000 Penalty: 5556.458008 Iteration 0F: 2 clusters Score -1531915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1522527.375000 Penalty: 11112.916016 Iteration 0F: 3 clusters Score -1522527 nChanged 3094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1524360.250000 Penalty: 11112.916016 Iteration 1F: 3 clusters Score -1524360 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1524747.375000 Penalty: 11112.916016 Iteration 2F: 3 clusters Score -1524747 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1524985.875000 Penalty: 11112.916016 Iteration 3Q: 3 clusters Score -1524986 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1525136.250000 Penalty: 11112.916016 Iteration 4Q: 3 clusters Score -1525136 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1525233.000000 Penalty: 11112.916016 Iteration 5Q: 3 clusters Score -1525233 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1525312.875000 Penalty: 11112.916016 Iteration 6Q: 3 clusters Score -1525313 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1525372.250000 Penalty: 11112.916016 Iteration 7Q: 3 clusters Score -1525372 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1525425.250000 Penalty: 11112.916016 Iteration 8Q: 3 clusters Score -1525425 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1525473.375000 Penalty: 11112.916016 Iteration 9Q: 3 clusters Score -1525473 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1525508.750000 Penalty: 11112.916016 Iteration 10Q: 3 clusters Score -1525509 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1525537.250000 Penalty: 11112.916016 Iteration 11Q: 3 clusters Score -1525537 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1525573.125000 Penalty: 11112.916016 Iteration 12Q: 3 clusters Score -1525573 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1525593.500000 Penalty: 11112.916016 Iteration 13Q: 3 clusters Score -1525594 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1525614.625000 Penalty: 11112.916016 Iteration 14Q: 3 clusters Score -1525615 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1525634.625000 Penalty: 11112.916016 Iteration 15Q: 3 clusters Score -1525635 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1525652.625000 Penalty: 11112.916016 Iteration 16Q: 3 clusters Score -1525653 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1525668.750000 Penalty: 11112.916016 Iteration 17Q: 3 clusters Score -1525669 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1525682.375000 Penalty: 11112.916016 Iteration 18Q: 3 clusters Score -1525682 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1525697.750000 Penalty: 11112.916016 Iteration 19Q: 3 clusters Score -1525698 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1525703.000000 Penalty: 11112.916016 Iteration 20F: 3 clusters Score -1525703 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1525713.375000 Penalty: 11112.916016 Iteration 21Q: 3 clusters Score -1525713 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1525722.750000 Penalty: 11112.916016 Iteration 22Q: 3 clusters Score -1525723 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1525728.500000 Penalty: 11112.916016 Iteration 23Q: 3 clusters Score -1525728 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1525737.625000 Penalty: 11112.916016 Iteration 24Q: 3 clusters Score -1525738 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1525739.750000 Penalty: 11112.916016 Iteration 25Q: 3 clusters Score -1525740 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1525748.250000 Penalty: 11112.916016 Iteration 26Q: 3 clusters Score -1525748 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1525757.750000 Penalty: 11112.916016 Iteration 27Q: 3 clusters Score -1525758 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1525762.750000 Penalty: 11112.916016 Iteration 28Q: 3 clusters Score -1525763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1525769.125000 Penalty: 11112.916016 Iteration 29Q: 3 clusters Score -1525769 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1525775.375000 Penalty: 11112.916016 Iteration 30Q: 3 clusters Score -1525775 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1525778.750000 Penalty: 11112.916016 Iteration 31Q: 3 clusters Score -1525779 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1525781.000000 Penalty: 11112.916016 Iteration 32Q: 3 clusters Score -1525781 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1525789.875000 Penalty: 11112.916016 Iteration 33Q: 3 clusters Score -1525790 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1525793.500000 Penalty: 11112.916016 Iteration 34Q: 3 clusters Score -1525794 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1525800.125000 Penalty: 11112.916016 Iteration 35Q: 3 clusters Score -1525800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1525801.125000 Penalty: 11112.916016 Iteration 36Q: 3 clusters Score -1525801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1525800.500000 Penalty: 11112.916016 Iteration 37Q: 3 clusters Score -1525800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1525800.375000 Penalty: 11112.916016 Iteration 38Q: 3 clusters Score -1525800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1525807.125000 Penalty: 11112.916016 Iteration 39Q: 3 clusters Score -1525807 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1525813.625000 Penalty: 11112.916016 Iteration 40F: 3 clusters Score -1525814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1525819.500000 Penalty: 11112.916016 Iteration 41Q: 3 clusters Score -1525820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -1525818.875000 Penalty: 11112.916016 Iteration 42Q: 3 clusters Score -1525819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1525819.750000 Penalty: 11112.916016 Iteration 43Q: 3 clusters Score -1525820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1525821.250000 Penalty: 11112.916016 Iteration 44Q: 3 clusters Score -1525821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1525823.500000 Penalty: 11112.916016 Iteration 45Q: 3 clusters Score -1525824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1525826.625000 Penalty: 11112.916016 Iteration 46Q: 3 clusters Score -1525827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1525825.625000 Penalty: 11112.916016 Iteration 47Q: 3 clusters Score -1525826 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1525829.250000 Penalty: 11112.916016 Iteration 48Q: 3 clusters Score -1525829 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1525834.625000 Penalty: 11112.916016 Iteration 49Q: 3 clusters Score -1525835 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1525839.750000 Penalty: 11112.916016 Iteration 50Q: 3 clusters Score -1525840 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1525847.375000 Penalty: 11112.916016 Iteration 51Q: 3 clusters Score -1525847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1525846.500000 Penalty: 11112.916016 Iteration 52Q: 3 clusters Score -1525846 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1525854.875000 Penalty: 11112.916016 Iteration 53Q: 3 clusters Score -1525855 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1525862.000000 Penalty: 11112.916016 Iteration 54Q: 3 clusters Score -1525862 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1525863.750000 Penalty: 11112.916016 Iteration 55Q: 3 clusters Score -1525864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1525873.875000 Penalty: 11112.916016 Iteration 56Q: 3 clusters Score -1525874 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1525881.000000 Penalty: 11112.916016 Iteration 57Q: 3 clusters Score -1525881 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1525885.000000 Penalty: 11112.916016 Iteration 58Q: 3 clusters Score -1525885 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1525893.625000 Penalty: 11112.916016 Iteration 59Q: 3 clusters Score -1525894 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1525902.875000 Penalty: 11112.916016 Iteration 60F: 3 clusters Score -1525903 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1525908.625000 Penalty: 11112.916016 Iteration 61Q: 3 clusters Score -1525909 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1525922.000000 Penalty: 11112.916016 Iteration 62Q: 3 clusters Score -1525922 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1525926.000000 Penalty: 11112.916016 Iteration 63Q: 3 clusters Score -1525926 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1525931.500000 Penalty: 11112.916016 Iteration 64Q: 3 clusters Score -1525932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1525941.750000 Penalty: 11112.916016 Iteration 65Q: 3 clusters Score -1525942 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1525947.250000 Penalty: 11112.916016 Iteration 66Q: 3 clusters Score -1525947 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1525948.000000 Penalty: 11112.916016 Iteration 67Q: 3 clusters Score -1525948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1525953.750000 Penalty: 11112.916016 Iteration 68Q: 3 clusters Score -1525954 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1525958.875000 Penalty: 11112.916016 Iteration 69Q: 3 clusters Score -1525959 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1525962.375000 Penalty: 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Unmasked Estep Score: -1526017.625000 Penalty: 11112.916016 Iteration 78Q: 3 clusters Score -1526018 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1526026.500000 Penalty: 11112.916016 Iteration 79Q: 3 clusters Score -1526026 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1526030.250000 Penalty: 11112.916016 Iteration 80F: 3 clusters Score -1526030 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1526037.000000 Penalty: 11112.916016 Iteration 81Q: 3 clusters Score -1526037 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1526041.375000 Penalty: 11112.916016 Iteration 82Q: 3 clusters Score -1526041 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1526050.125000 Penalty: 11112.916016 Iteration 83Q: 3 clusters Score -1526050 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1526059.250000 Penalty: 11112.916016 Iteration 84Q: 3 clusters Score -1526059 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1526061.125000 Penalty: 11112.916016 Iteration 85Q: 3 clusters Score -1526061 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1526064.250000 Penalty: 11112.916016 Iteration 86Q: 3 clusters Score -1526064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1526070.875000 Penalty: 11112.916016 Iteration 87Q: 3 clusters Score -1526071 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1526076.750000 Penalty: 11112.916016 Iteration 88Q: 3 clusters Score -1526077 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1526080.375000 Penalty: 11112.916016 Iteration 89Q: 3 clusters Score -1526080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1526085.750000 Penalty: 11112.916016 Iteration 90Q: 3 clusters Score -1526086 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1526091.125000 Penalty: 11112.916016 Iteration 91Q: 3 clusters Score -1526091 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1526094.125000 Penalty: 11112.916016 Iteration 92Q: 3 clusters Score -1526094 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1526102.500000 Penalty: 11112.916016 Iteration 93Q: 3 clusters Score -1526102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1526105.250000 Penalty: 11112.916016 Iteration 94Q: 3 clusters Score -1526105 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1526110.250000 Penalty: 11112.916016 Iteration 95Q: 3 clusters Score -1526110 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1526114.500000 Penalty: 11112.916016 Iteration 96Q: 3 clusters Score -1526114 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1526117.250000 Penalty: 11112.916016 Iteration 97Q: 3 clusters Score -1526117 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1526127.375000 Penalty: 11112.916016 Iteration 98Q: 3 clusters Score -1526127 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1526134.625000 Penalty: 11112.916016 Iteration 99Q: 3 clusters Score -1526135 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1526138.875000 Penalty: 11112.916016 Iteration 100F: 3 clusters Score -1526139 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1526150.750000 Penalty: 11112.916016 Iteration 101Q: 3 clusters Score -1526151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1526160.500000 Penalty: 11112.916016 Iteration 102Q: 3 clusters Score -1526160 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1526163.000000 Penalty: 11112.916016 Iteration 103Q: 3 clusters Score -1526163 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1526170.250000 Penalty: 11112.916016 Iteration 104Q: 3 clusters Score -1526170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1526168.000000 Penalty: 11112.916016 Iteration 105Q: 3 clusters Score -1526168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1526174.000000 Penalty: 11112.916016 Iteration 106Q: 3 clusters Score -1526174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1526181.625000 Penalty: 11112.916016 Iteration 107Q: 3 clusters Score -1526182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1526182.875000 Penalty: 11112.916016 Iteration 108Q: 3 clusters Score -1526183 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1526191.875000 Penalty: 11112.916016 Iteration 109Q: 3 clusters Score -1526192 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1526190.000000 Penalty: 11112.916016 Iteration 110Q: 3 clusters Score -1526190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1526193.625000 Penalty: 11112.916016 Iteration 111Q: 3 clusters Score -1526194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1526194.125000 Penalty: 11112.916016 Iteration 112Q: 3 clusters Score -1526194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1526195.125000 Penalty: 11112.916016 Iteration 113Q: 3 clusters Score -1526195 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1526195.375000 Penalty: 11112.916016 Iteration 114Q: 3 clusters Score -1526195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1526199.000000 Penalty: 11112.916016 Iteration 115Q: 3 clusters Score -1526199 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1526204.250000 Penalty: 11112.916016 Iteration 116Q: 3 clusters Score -1526204 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1526207.875000 Penalty: 11112.916016 Iteration 117Q: 3 clusters Score -1526208 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1526212.375000 Penalty: 11112.916016 Iteration 118Q: 3 clusters Score -1526212 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1526215.250000 Penalty: 11112.916016 Iteration 119Q: 3 clusters Score -1526215 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1526221.000000 Penalty: 11112.916016 Iteration 120F: 3 clusters Score -1526221 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1526227.500000 Penalty: 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contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1526361.875000 Penalty: 11112.916016 Iteration 149Q: 3 clusters Score -1526362 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1526372.625000 Penalty: 11112.916016 Iteration 150Q: 3 clusters Score -1526373 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -1526381.375000 Penalty: 11112.916016 Iteration 151Q: 3 clusters Score -1526381 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1526385.125000 Penalty: 11112.916016 Iteration 152Q: 3 clusters Score -1526385 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1526396.375000 Penalty: 11112.916016 Iteration 153Q: 3 clusters Score -1526396 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1526405.375000 Penalty: 11112.916016 Iteration 154Q: 3 clusters Score -1526405 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1526407.875000 Penalty: 11112.916016 Iteration 155Q: 3 clusters Score -1526408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1526419.000000 Penalty: 11112.916016 Iteration 156Q: 3 clusters Score -1526419 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1526420.625000 Penalty: 11112.916016 Iteration 157Q: 3 clusters Score -1526421 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1526425.625000 Penalty: 11112.916016 Iteration 158Q: 3 clusters Score -1526426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1526425.625000 Penalty: 11112.916016 Iteration 159Q: 3 clusters Score -1526426 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1526433.250000 Penalty: 11112.916016 Iteration 160F: 3 clusters Score -1526433 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1526435.625000 Penalty: 11112.916016 Iteration 161Q: 3 clusters Score -1526436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -1526435.750000 Penalty: 11112.916016 Iteration 162Q: 3 clusters Score -1526436 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -1526441.375000 Penalty: 11112.916016 Iteration 163Q: 3 clusters Score -1526441 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1526448.250000 Penalty: 11112.916016 Iteration 164Q: 3 clusters Score -1526448 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1526449.625000 Penalty: 11112.916016 Iteration 165Q: 3 clusters Score -1526450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1526462.500000 Penalty: 11112.916016 Iteration 166Q: 3 clusters Score -1526462 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -1526479.500000 Penalty: 11112.916016 Iteration 167Q: 3 clusters Score -1526480 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1526484.000000 Penalty: 11112.916016 Iteration 168Q: 3 clusters Score -1526484 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1526492.375000 Penalty: 11112.916016 Iteration 169Q: 3 clusters Score -1526492 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1526497.875000 Penalty: 11112.916016 Iteration 170Q: 3 clusters Score -1526498 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1526506.000000 Penalty: 11112.916016 Iteration 171Q: 3 clusters Score -1526506 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1526511.375000 Penalty: 11112.916016 Iteration 172Q: 3 clusters Score -1526511 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1526518.625000 Penalty: 11112.916016 Iteration 173Q: 3 clusters Score -1526519 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1526518.875000 Penalty: 11112.916016 Iteration 174Q: 3 clusters Score -1526519 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1526522.750000 Penalty: 11112.916016 Iteration 175Q: 3 clusters Score -1526523 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -1526526.750000 Penalty: 11112.916016 Iteration 176Q: 3 clusters Score -1526527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1526530.500000 Penalty: 11112.916016 Iteration 177Q: 3 clusters Score -1526530 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1526537.500000 Penalty: 11112.916016 Iteration 178Q: 3 clusters Score -1526538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1526537.625000 Penalty: 11112.916016 Iteration 179Q: 3 clusters Score -1526538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1526540.875000 Penalty: 11112.916016 Iteration 180F: 3 clusters Score -1526541 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1526546.250000 Penalty: 11112.916016 Iteration 181Q: 3 clusters Score -1526546 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1526557.375000 Penalty: 11112.916016 Iteration 182Q: 3 clusters Score -1526557 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1526566.875000 Penalty: 11112.916016 Iteration 183Q: 3 clusters Score -1526567 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1526578.625000 Penalty: 11112.916016 Iteration 184Q: 3 clusters Score -1526579 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1526585.000000 Penalty: 11112.916016 Iteration 185Q: 3 clusters Score -1526585 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1526594.875000 Penalty: 11112.916016 Iteration 186Q: 3 clusters Score -1526595 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1526602.625000 Penalty: 11112.916016 Iteration 187Q: 3 clusters Score -1526603 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1526611.125000 Penalty: 11112.916016 Iteration 188Q: 3 clusters Score -1526611 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1526623.125000 Penalty: 11112.916016 Iteration 189Q: 3 clusters Score -1526623 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1526630.750000 Penalty: 11112.916016 Iteration 190Q: 3 clusters Score -1526631 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1526640.250000 Penalty: 11112.916016 Iteration 191Q: 3 clusters Score -1526640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1526647.500000 Penalty: 11112.916016 Iteration 192Q: 3 clusters Score -1526648 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1526656.375000 Penalty: 11112.916016 Iteration 193Q: 3 clusters Score -1526656 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1526666.000000 Penalty: 11112.916016 Iteration 194Q: 3 clusters Score -1526666 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1526671.875000 Penalty: 11112.916016 Iteration 195Q: 3 clusters Score -1526672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1526675.875000 Penalty: 11112.916016 Iteration 196Q: 3 clusters Score -1526676 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1526681.000000 Penalty: 11112.916016 Iteration 197Q: 3 clusters Score -1526681 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -1526684.000000 Penalty: 11112.916016 Iteration 198Q: 3 clusters Score -1526684 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1526697.875000 Penalty: 11112.916016 Iteration 199Q: 3 clusters Score -1526698 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1526705.500000 Penalty: 11112.916016 Iteration 200F: 3 clusters Score -1526706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1526714.125000 Penalty: 11112.916016 Iteration 201Q: 3 clusters Score -1526714 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1526726.750000 Penalty: 11112.916016 Iteration 202Q: 3 clusters Score -1526727 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1526738.375000 Penalty: 11112.916016 Iteration 203Q: 3 clusters Score -1526738 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1526750.750000 Penalty: 11112.916016 Iteration 204Q: 3 clusters Score -1526751 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1526762.875000 Penalty: 11112.916016 Iteration 205Q: 3 clusters Score -1526763 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1526771.375000 Penalty: 11112.916016 Iteration 206Q: 3 clusters Score -1526771 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1526775.750000 Penalty: 11112.916016 Iteration 207Q: 3 clusters Score -1526776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1526777.375000 Penalty: 11112.916016 Iteration 208Q: 3 clusters Score -1526777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1526780.625000 Penalty: 11112.916016 Iteration 209Q: 3 clusters Score -1526781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1526784.000000 Penalty: 11112.916016 Iteration 210Q: 3 clusters Score -1526784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1526783.125000 Penalty: 11112.916016 Iteration 211Q: 3 clusters Score -1526783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1526785.750000 Penalty: 11112.916016 Iteration 212Q: 3 clusters Score -1526786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1526792.125000 Penalty: 11112.916016 Iteration 213Q: 3 clusters Score -1526792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1526791.750000 Penalty: 11112.916016 Iteration 214Q: 3 clusters Score -1526792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1526792.500000 Penalty: 11112.916016 Iteration 215Q: 3 clusters Score -1526792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1526796.375000 Penalty: 11112.916016 Iteration 216Q: 3 clusters Score -1526796 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1526802.750000 Penalty: 11112.916016 Iteration 217Q: 3 clusters Score -1526803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1526805.250000 Penalty: 11112.916016 Iteration 218Q: 3 clusters Score -1526805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1526806.000000 Penalty: 11112.916016 Iteration 219Q: 3 clusters Score -1526806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1526808.625000 Penalty: 11112.916016 Iteration 220F: 3 clusters Score -1526809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1526807.500000 Penalty: 11112.916016 Iteration 221Q: 3 clusters Score -1526808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1526807.500000 Penalty: 11112.916016 Iteration 222F: 3 clusters Score -1526808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 610 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -70970128.000000 Penalty: 174093.421875 Iteration 100F: 23 clusters Score -7.097013e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 618 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Mstep: Class 22 contains 1260 members Entering Unmasked Estep ConsiderDeletion Score: -70970184.000000 Penalty: 174093.421875 Iteration 101Q: 23 clusters Score -7.097018e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 618 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Mstep: Class 22 contains 1260 members Entering Unmasked Estep ConsiderDeletion Score: -70970184.000000 Penalty: 174093.421875 Iteration 102F: 23 clusters Score -7.097018e+07 nChanged 0 Entering ConstructFrom: Score: -70970184.000000 Penalty: 174093.421875 Entering ConstructFrom: Trying to split cluster 1 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -337052.687500 Penalty: 4632.460449 Iteration 0F: 2 clusters Score -337052.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -332127.437500 Penalty: 9264.920898 Iteration 0F: 3 clusters Score -332127.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -332661.812500 Penalty: 9264.920898 Iteration 1F: 3 clusters Score -332661.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -332816.750000 Penalty: 9264.920898 Iteration 2F: 3 clusters Score -332816.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -332897.812500 Penalty: 9264.920898 Iteration 3Q: 3 clusters Score -332897.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -332939.218750 Penalty: 9264.920898 Iteration 4Q: 3 clusters Score -332939.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -332968.406250 Penalty: 9264.920898 Iteration 5Q: 3 clusters Score -332968.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -332985.718750 Penalty: 9264.920898 Iteration 6Q: 3 clusters Score -332985.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333001.562500 Penalty: 9264.920898 Iteration 7Q: 3 clusters Score -333001.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -333006.187500 Penalty: 9264.920898 Iteration 8Q: 3 clusters Score -333006.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333011.406250 Penalty: 9264.920898 Iteration 9Q: 3 clusters Score -333011.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -333013.375000 Penalty: 9264.920898 Iteration 10Q: 3 clusters Score -333013.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -333015.343750 Penalty: 9264.920898 Iteration 11Q: 3 clusters Score -333015.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -333017.500000 Penalty: 9264.920898 Iteration 12Q: 3 clusters Score -333017.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333020.406250 Penalty: 9264.920898 Iteration 13Q: 3 clusters Score -333020.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -333027.718750 Penalty: 9264.920898 Iteration 14Q: 3 clusters Score -333027.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333033.375000 Penalty: 9264.920898 Iteration 15Q: 3 clusters Score -333033.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -333042.406250 Penalty: 9264.920898 Iteration 16Q: 3 clusters Score -333042.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -333047.343750 Penalty: 9264.920898 Iteration 17Q: 3 clusters Score -333047.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333054.468750 Penalty: 9264.920898 Iteration 18Q: 3 clusters Score -333054.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -333059.375000 Penalty: 9264.920898 Iteration 19Q: 3 clusters Score -333059.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -333060.718750 Penalty: 9264.920898 Iteration 20F: 3 clusters Score -333060.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -333062.750000 Penalty: 9264.920898 Iteration 21Q: 3 clusters Score -333062.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -333063.593750 Penalty: 9264.920898 Iteration 22Q: 3 clusters Score -333063.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333064.625000 Penalty: 9264.920898 Iteration 23Q: 3 clusters Score -333064.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -333064.625000 Penalty: 9264.920898 Iteration 24F: 3 clusters Score -333064.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Entering Unmasked Estep Score: -728965.937500 Penalty: 5112.898926 Iteration 0F: 2 clusters Score -728965.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -722432.875000 Penalty: 10225.797852 Iteration 0F: 3 clusters Score -722432.9 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -723511.562500 Penalty: 10225.797852 Iteration 1F: 3 clusters Score -723511.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -723835.062500 Penalty: 10225.797852 Iteration 2F: 3 clusters Score -723835.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -724033.375000 Penalty: 10225.797852 Iteration 3Q: 3 clusters Score -724033.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -724162.437500 Penalty: 10225.797852 Iteration 4Q: 3 clusters Score -724162.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -724248.937500 Penalty: 10225.797852 Iteration 5Q: 3 clusters Score -724248.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -724316.000000 Penalty: 10225.797852 Iteration 6Q: 3 clusters Score -724316 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -724369.937500 Penalty: 10225.797852 Iteration 7Q: 3 clusters Score -724369.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -724429.250000 Penalty: 10225.797852 Iteration 8Q: 3 clusters Score -724429.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -724494.500000 Penalty: 10225.797852 Iteration 9Q: 3 clusters Score -724494.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -724556.250000 Penalty: 10225.797852 Iteration 10Q: 3 clusters Score -724556.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -724620.125000 Penalty: 10225.797852 Iteration 11Q: 3 clusters Score -724620.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -724674.000000 Penalty: 10225.797852 Iteration 12Q: 3 clusters Score -724674 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -724730.312500 Penalty: 10225.797852 Iteration 13Q: 3 clusters Score -724730.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -724802.500000 Penalty: 10225.797852 Iteration 14Q: 3 clusters Score -724802.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -724877.625000 Penalty: 10225.797852 Iteration 15Q: 3 clusters Score -724877.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -724948.875000 Penalty: 10225.797852 Iteration 16Q: 3 clusters Score -724948.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -724995.875000 Penalty: 10225.797852 Iteration 17Q: 3 clusters Score -724995.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -725029.500000 Penalty: 10225.797852 Iteration 18Q: 3 clusters Score -725029.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -725055.312500 Penalty: 10225.797852 Iteration 19Q: 3 clusters Score -725055.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -725083.812500 Penalty: 10225.797852 Iteration 20F: 3 clusters Score -725083.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -725117.625000 Penalty: 10225.797852 Iteration 21Q: 3 clusters Score -725117.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -725140.187500 Penalty: 10225.797852 Iteration 22Q: 3 clusters Score -725140.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -725167.000000 Penalty: 10225.797852 Iteration 23Q: 3 clusters Score -725167 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -725189.812500 Penalty: 10225.797852 Iteration 24Q: 3 clusters Score -725189.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -725208.625000 Penalty: 10225.797852 Iteration 25Q: 3 clusters Score -725208.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -725223.062500 Penalty: 10225.797852 Iteration 26Q: 3 clusters Score -725223.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -725237.250000 Penalty: 10225.797852 Iteration 27Q: 3 clusters Score -725237.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -725249.375000 Penalty: 10225.797852 Iteration 28Q: 3 clusters Score -725249.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -725259.312500 Penalty: 10225.797852 Iteration 29Q: 3 clusters Score -725259.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -725269.187500 Penalty: 10225.797852 Iteration 30Q: 3 clusters Score -725269.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -725278.562500 Penalty: 10225.797852 Iteration 31Q: 3 clusters Score -725278.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -725283.250000 Penalty: 10225.797852 Iteration 32Q: 3 clusters Score -725283.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -725292.437500 Penalty: 10225.797852 Iteration 33Q: 3 clusters Score -725292.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -725294.875000 Penalty: 10225.797852 Iteration 34Q: 3 clusters Score -725294.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -725303.125000 Penalty: 10225.797852 Iteration 35Q: 3 clusters Score -725303.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -725317.625000 Penalty: 10225.797852 Iteration 36Q: 3 clusters Score -725317.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -725335.125000 Penalty: 10225.797852 Iteration 37Q: 3 clusters Score -725335.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -725345.312500 Penalty: 10225.797852 Iteration 38Q: 3 clusters Score -725345.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -725352.375000 Penalty: 10225.797852 Iteration 39Q: 3 clusters Score -725352.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -725363.812500 Penalty: 10225.797852 Iteration 40F: 3 clusters Score -725363.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -725370.812500 Penalty: 10225.797852 Iteration 41Q: 3 clusters Score -725370.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -725377.750000 Penalty: 10225.797852 Iteration 42Q: 3 clusters Score -725377.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -725381.812500 Penalty: 10225.797852 Iteration 43Q: 3 clusters Score -725381.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -725387.062500 Penalty: 10225.797852 Iteration 44Q: 3 clusters Score -725387.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -725391.625000 Penalty: 10225.797852 Iteration 45Q: 3 clusters Score -725391.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -725396.875000 Penalty: 10225.797852 Iteration 46Q: 3 clusters Score -725396.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -725404.062500 Penalty: 10225.797852 Iteration 47Q: 3 clusters Score -725404.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -725414.375000 Penalty: 10225.797852 Iteration 48Q: 3 clusters Score -725414.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -725422.812500 Penalty: 10225.797852 Iteration 49Q: 3 clusters Score -725422.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -725430.500000 Penalty: 10225.797852 Iteration 50Q: 3 clusters Score -725430.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -725434.812500 Penalty: 10225.797852 Iteration 51Q: 3 clusters Score -725434.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -725442.500000 Penalty: 10225.797852 Iteration 52Q: 3 clusters Score -725442.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -725448.250000 Penalty: 10225.797852 Iteration 53Q: 3 clusters Score -725448.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -725452.187500 Penalty: 10225.797852 Iteration 54Q: 3 clusters Score -725452.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -725454.687500 Penalty: 10225.797852 Iteration 55Q: 3 clusters Score -725454.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -725461.000000 Penalty: 10225.797852 Iteration 56Q: 3 clusters Score -725461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -725463.250000 Penalty: 10225.797852 Iteration 57Q: 3 clusters Score -725463.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -725466.937500 Penalty: 10225.797852 Iteration 58Q: 3 clusters Score -725466.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -725472.937500 Penalty: 10225.797852 Iteration 59Q: 3 clusters Score -725472.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -725474.187500 Penalty: 10225.797852 Iteration 60F: 3 clusters Score -725474.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -725474.937500 Penalty: 10225.797852 Iteration 61Q: 3 clusters Score -725474.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -725475.375000 Penalty: 10225.797852 Iteration 62Q: 3 clusters Score -725475.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -725478.875000 Penalty: 10225.797852 Iteration 63Q: 3 clusters Score -725478.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -725480.562500 Penalty: 10225.797852 Iteration 64Q: 3 clusters Score -725480.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -725484.000000 Penalty: 10225.797852 Iteration 65Q: 3 clusters Score -725484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -725486.000000 Penalty: 10225.797852 Iteration 66Q: 3 clusters Score -725486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -725490.812500 Penalty: 10225.797852 Iteration 67Q: 3 clusters Score -725490.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -725491.812500 Penalty: 10225.797852 Iteration 68Q: 3 clusters Score -725491.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -725494.812500 Penalty: 10225.797852 Iteration 69Q: 3 clusters Score -725494.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -725496.937500 Penalty: 10225.797852 Iteration 70Q: 3 clusters Score -725496.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -725502.312500 Penalty: 10225.797852 Iteration 71Q: 3 clusters Score -725502.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -725507.312500 Penalty: 10225.797852 Iteration 72Q: 3 clusters Score -725507.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -725510.875000 Penalty: 10225.797852 Iteration 73Q: 3 clusters Score -725510.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -725515.312500 Penalty: 10225.797852 Iteration 74Q: 3 clusters Score -725515.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -725517.687500 Penalty: 10225.797852 Iteration 75Q: 3 clusters Score -725517.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -725522.625000 Penalty: 10225.797852 Iteration 76Q: 3 clusters Score -725522.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -725528.125000 Penalty: 10225.797852 Iteration 77Q: 3 clusters Score -725528.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -725529.500000 Penalty: 10225.797852 Iteration 78Q: 3 clusters Score -725529.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -725533.750000 Penalty: 10225.797852 Iteration 79Q: 3 clusters Score -725533.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -725535.937500 Penalty: 10225.797852 Iteration 80F: 3 clusters Score -725535.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -725539.875000 Penalty: 10225.797852 Iteration 81Q: 3 clusters Score -725539.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -725548.312500 Penalty: 10225.797852 Iteration 82Q: 3 clusters Score -725548.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -725557.437500 Penalty: 10225.797852 Iteration 83Q: 3 clusters Score -725557.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -725565.250000 Penalty: 10225.797852 Iteration 84Q: 3 clusters Score -725565.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -725570.937500 Penalty: 10225.797852 Iteration 85Q: 3 clusters Score -725570.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -725577.687500 Penalty: 10225.797852 Iteration 86Q: 3 clusters Score -725577.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -725581.812500 Penalty: 10225.797852 Iteration 87Q: 3 clusters Score -725581.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -725585.000000 Penalty: 10225.797852 Iteration 88Q: 3 clusters Score -725585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -725585.437500 Penalty: 10225.797852 Iteration 89Q: 3 clusters Score -725585.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -725589.000000 Penalty: 10225.797852 Iteration 90Q: 3 clusters Score -725589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -725592.750000 Penalty: 10225.797852 Iteration 91Q: 3 clusters Score -725592.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -725595.375000 Penalty: 10225.797852 Iteration 92Q: 3 clusters Score -725595.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -725599.375000 Penalty: 10225.797852 Iteration 93Q: 3 clusters Score -725599.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -725601.562500 Penalty: 10225.797852 Iteration 94Q: 3 clusters Score -725601.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -725603.125000 Penalty: 10225.797852 Iteration 95Q: 3 clusters Score -725603.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -725611.000000 Penalty: 10225.797852 Iteration 96Q: 3 clusters Score -725611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -725615.187500 Penalty: 10225.797852 Iteration 97Q: 3 clusters Score -725615.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -725617.187500 Penalty: 10225.797852 Iteration 98Q: 3 clusters Score -725617.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -725619.750000 Penalty: 10225.797852 Iteration 99Q: 3 clusters Score -725619.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -725619.750000 Penalty: 10225.797852 Iteration 100F: 3 clusters Score -725619.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -90961.750000 Penalty: 3936.224121 Iteration 0F: 2 clusters Score -90961.75 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 325 members Entering Unmasked Estep Score: -87275.625000 Penalty: 7872.448242 Iteration 0F: 3 clusters Score -87275.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -87450.328125 Penalty: 7872.448242 Iteration 1F: 3 clusters Score -87450.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -87523.062500 Penalty: 7872.448242 Iteration 2Q: 3 clusters Score -87523.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -87581.500000 Penalty: 7872.448242 Iteration 3Q: 3 clusters Score -87581.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -87621.875000 Penalty: 7872.448242 Iteration 4Q: 3 clusters Score -87621.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -87661.101562 Penalty: 7872.448242 Iteration 5Q: 3 clusters Score -87661.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -87880.250000 Penalty: 7872.448242 Iteration 6Q: 3 clusters Score -87880.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -88505.953125 Penalty: 7872.448242 Iteration 7Q: 3 clusters Score -88505.95 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -88720.617188 Penalty: 7872.448242 Iteration 8F: 3 clusters Score -88720.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -88846.625000 Penalty: 7872.448242 Iteration 9Q: 3 clusters Score -88846.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -88927.507812 Penalty: 7872.448242 Iteration 10Q: 3 clusters Score -88927.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -88977.554688 Penalty: 7872.448242 Iteration 11Q: 3 clusters Score -88977.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -89043.460938 Penalty: 7872.448242 Iteration 12Q: 3 clusters Score -89043.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -89063.015625 Penalty: 7872.448242 Iteration 13Q: 3 clusters Score -89063.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89070.835938 Penalty: 7872.448242 Iteration 14Q: 3 clusters Score -89070.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89070.835938 Penalty: 7872.448242 Iteration 15F: 3 clusters Score -89070.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -76014.382812 Penalty: 3780.166504 Iteration 0F: 2 clusters Score -76014.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -72652.335938 Penalty: 7560.333008 Iteration 0F: 3 clusters Score -72652.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -72800.640625 Penalty: 7560.333008 Iteration 1F: 3 clusters Score -72800.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -72850.796875 Penalty: 7560.333008 Iteration 2Q: 3 clusters Score -72850.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -72887.117188 Penalty: 7560.333008 Iteration 3Q: 3 clusters Score -72887.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72919.039062 Penalty: 7560.333008 Iteration 4Q: 3 clusters Score -72919.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -72934.171875 Penalty: 7560.333008 Iteration 5Q: 3 clusters Score -72934.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -72942.460938 Penalty: 7560.333008 Iteration 6Q: 3 clusters Score -72942.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -72960.351562 Penalty: 7560.333008 Iteration 7Q: 3 clusters Score -72960.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -73024.812500 Penalty: 7560.333008 Iteration 8Q: 3 clusters Score -73024.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -73083.281250 Penalty: 7560.333008 Iteration 9Q: 3 clusters Score -73083.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -73158.765625 Penalty: 7560.333008 Iteration 10Q: 3 clusters Score -73158.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -73212.468750 Penalty: 7560.333008 Iteration 11Q: 3 clusters Score -73212.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -73219.687500 Penalty: 7560.333008 Iteration 12Q: 3 clusters Score -73219.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -73225.234375 Penalty: 7560.333008 Iteration 13Q: 3 clusters Score -73225.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -73225.234375 Penalty: 7560.333008 Iteration 14F: 3 clusters Score -73225.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46659 members Entering Unmasked Estep Score: -8281766.500000 Penalty: 6584.755371 Iteration 0F: 2 clusters Score -8281766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23241 members Mstep: Class 2 contains 23418 members Entering Unmasked Estep Score: -8248228.000000 Penalty: 13169.510742 Iteration 0F: 3 clusters Score -8248228 nChanged 20410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 23390 members Entering Unmasked Estep Score: -8259231.000000 Penalty: 13169.510742 Iteration 1F: 3 clusters Score -8259231 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -8260235.000000 Penalty: 13169.510742 Iteration 2F: 3 clusters Score -8260235 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 23184 members Entering Unmasked Estep Score: -8261330.000000 Penalty: 13169.510742 Iteration 3Q: 3 clusters Score -8261330 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23764 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -8262614.500000 Penalty: 13169.510742 Iteration 4F: 3 clusters Score -8262614 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24096 members Mstep: Class 2 contains 22563 members Entering Unmasked Estep Score: -8264286.000000 Penalty: 13169.510742 Iteration 5F: 3 clusters Score -8264286 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24464 members Mstep: Class 2 contains 22195 members Entering Unmasked Estep Score: -8266457.000000 Penalty: 13169.510742 Iteration 6F: 3 clusters Score -8266457 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24897 members Mstep: Class 2 contains 21762 members Entering Unmasked Estep Score: -8268759.000000 Penalty: 13169.510742 Iteration 7F: 3 clusters Score -8268759 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -8270426.000000 Penalty: 13169.510742 Iteration 8F: 3 clusters Score -8270426 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25547 members Mstep: Class 2 contains 21112 members Entering Unmasked Estep Score: -8271560.000000 Penalty: 13169.510742 Iteration 9Q: 3 clusters Score -8271560 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25640 members Mstep: Class 2 contains 21019 members Entering Unmasked Estep Score: -8272238.000000 Penalty: 13169.510742 Iteration 10Q: 3 clusters Score -8272238 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25665 members Mstep: Class 2 contains 20994 members Entering Unmasked Estep Score: -8272641.000000 Penalty: 13169.510742 Iteration 11Q: 3 clusters Score -8272641 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25590 members Mstep: Class 2 contains 21069 members Entering Unmasked Estep Score: -8272847.000000 Penalty: 13169.510742 Iteration 12Q: 3 clusters Score -8272847 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25479 members Mstep: Class 2 contains 21180 members Entering Unmasked Estep Score: -8272931.000000 Penalty: 13169.510742 Iteration 13Q: 3 clusters Score -8272931 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25321 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -8273020.000000 Penalty: 13169.510742 Iteration 14Q: 3 clusters Score -8273020 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25156 members Mstep: Class 2 contains 21503 members Entering Unmasked Estep Score: -8273108.500000 Penalty: 13169.510742 Iteration 15Q: 3 clusters Score -8273108 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -8273180.000000 Penalty: 13169.510742 Iteration 16Q: 3 clusters Score -8273180 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24833 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -8273237.000000 Penalty: 13169.510742 Iteration 17Q: 3 clusters Score -8273237 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24661 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -8273296.500000 Penalty: 13169.510742 Iteration 18Q: 3 clusters Score -8273296 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24484 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -8273324.000000 Penalty: 13169.510742 Iteration 19Q: 3 clusters Score -8273324 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24288 members Mstep: Class 2 contains 22371 members Entering Unmasked Estep Score: -8273359.000000 Penalty: 13169.510742 Iteration 20F: 3 clusters Score -8273359 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24104 members Mstep: Class 2 contains 22555 members Entering Unmasked Estep Score: -8273397.000000 Penalty: 13169.510742 Iteration 21Q: 3 clusters Score -8273397 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23939 members Mstep: Class 2 contains 22720 members Entering Unmasked Estep Score: -8273422.500000 Penalty: 13169.510742 Iteration 22Q: 3 clusters Score -8273422 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23766 members Mstep: Class 2 contains 22893 members Entering Unmasked Estep Score: -8273447.500000 Penalty: 13169.510742 Iteration 23Q: 3 clusters Score -8273448 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23592 members Mstep: Class 2 contains 23067 members Entering Unmasked Estep Score: -8273485.000000 Penalty: 13169.510742 Iteration 24Q: 3 clusters Score -8273485 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23416 members Mstep: Class 2 contains 23243 members Entering Unmasked Estep Score: -8273518.000000 Penalty: 13169.510742 Iteration 25Q: 3 clusters Score -8273518 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23235 members Mstep: Class 2 contains 23424 members Entering Unmasked Estep Score: -8273537.500000 Penalty: 13169.510742 Iteration 26Q: 3 clusters Score -8273538 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23041 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -8273570.500000 Penalty: 13169.510742 Iteration 27Q: 3 clusters Score -8273570 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22838 members Mstep: Class 2 contains 23821 members Entering Unmasked Estep Score: -8273605.500000 Penalty: 13169.510742 Iteration 28Q: 3 clusters Score -8273606 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22627 members Mstep: Class 2 contains 24032 members Entering Unmasked Estep Score: -8273650.000000 Penalty: 13169.510742 Iteration 29Q: 3 clusters Score -8273650 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22418 members Mstep: Class 2 contains 24241 members Entering Unmasked Estep Score: -8273666.000000 Penalty: 13169.510742 Iteration 30Q: 3 clusters Score -8273666 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 24452 members Entering Unmasked Estep Score: -8273726.500000 Penalty: 13169.510742 Iteration 31Q: 3 clusters Score -8273726 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21971 members Mstep: Class 2 contains 24688 members Entering Unmasked Estep Score: -8273775.500000 Penalty: 13169.510742 Iteration 32Q: 3 clusters Score -8273776 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21728 members Mstep: Class 2 contains 24931 members Entering Unmasked Estep Score: -8273791.500000 Penalty: 13169.510742 Iteration 33Q: 3 clusters Score -8273792 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -8273880.000000 Penalty: 13169.510742 Iteration 34Q: 3 clusters Score -8273880 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21176 members Mstep: Class 2 contains 25483 members Entering Unmasked Estep Score: -8273909.000000 Penalty: 13169.510742 Iteration 35Q: 3 clusters Score -8273909 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20893 members Mstep: Class 2 contains 25766 members Entering Unmasked Estep Score: -8273943.000000 Penalty: 13169.510742 Iteration 36Q: 3 clusters Score -8273943 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20619 members Mstep: Class 2 contains 26040 members Entering Unmasked Estep Score: -8274025.000000 Penalty: 13169.510742 Iteration 37Q: 3 clusters Score -8274025 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Mstep: Class 2 contains 26354 members Entering Unmasked Estep Score: -8274070.000000 Penalty: 13169.510742 Iteration 38Q: 3 clusters Score -8274070 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20006 members Mstep: Class 2 contains 26653 members Entering Unmasked Estep Score: -8274138.000000 Penalty: 13169.510742 Iteration 39Q: 3 clusters Score -8274138 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19684 members Mstep: Class 2 contains 26975 members Entering Unmasked Estep Score: -8274198.000000 Penalty: 13169.510742 Iteration 40F: 3 clusters Score -8274198 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19347 members Mstep: Class 2 contains 27312 members Entering Unmasked Estep Score: -8274219.500000 Penalty: 13169.510742 Iteration 41Q: 3 clusters Score -8274220 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 27660 members Entering Unmasked Estep Score: -8274284.000000 Penalty: 13169.510742 Iteration 42Q: 3 clusters Score -8274284 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18631 members Mstep: Class 2 contains 28028 members Entering Unmasked Estep Score: -8274375.000000 Penalty: 13169.510742 Iteration 43Q: 3 clusters Score -8274375 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18278 members Mstep: Class 2 contains 28381 members Entering Unmasked Estep Score: -8274377.500000 Penalty: 13169.510742 Iteration 44Q: 3 clusters Score -8274378 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -8274457.500000 Penalty: 13169.510742 Iteration 45Q: 3 clusters Score -8274458 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17514 members Mstep: Class 2 contains 29145 members Entering Unmasked Estep Score: -8274519.000000 Penalty: 13169.510742 Iteration 46Q: 3 clusters Score -8274519 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 29546 members Entering Unmasked Estep Score: -8274589.500000 Penalty: 13169.510742 Iteration 47Q: 3 clusters Score -8274590 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16695 members Mstep: Class 2 contains 29964 members Entering Unmasked Estep Score: -8274684.500000 Penalty: 13169.510742 Iteration 48Q: 3 clusters Score -8274684 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16276 members Mstep: Class 2 contains 30383 members Entering Unmasked Estep Score: -8274751.500000 Penalty: 13169.510742 Iteration 49Q: 3 clusters Score -8274752 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 30766 members Entering Unmasked Estep Score: -8274859.000000 Penalty: 13169.510742 Iteration 50Q: 3 clusters Score -8274859 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 31147 members Entering Unmasked Estep Score: -8274917.000000 Penalty: 13169.510742 Iteration 51Q: 3 clusters Score -8274917 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15121 members Mstep: Class 2 contains 31538 members Entering Unmasked Estep Score: -8274995.000000 Penalty: 13169.510742 Iteration 52Q: 3 clusters Score -8274995 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14728 members Mstep: Class 2 contains 31931 members Entering Unmasked Estep Score: -8275095.000000 Penalty: 13169.510742 Iteration 53Q: 3 clusters Score -8275095 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14357 members Mstep: Class 2 contains 32302 members Entering Unmasked Estep Score: -8275154.000000 Penalty: 13169.510742 Iteration 54Q: 3 clusters Score -8275154 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 32650 members Entering Unmasked Estep Score: -8275216.500000 Penalty: 13169.510742 Iteration 55Q: 3 clusters Score -8275216 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 32977 members Entering Unmasked Estep Score: -8275268.000000 Penalty: 13169.510742 Iteration 56Q: 3 clusters Score -8275268 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 33275 members Entering Unmasked Estep Score: -8275312.500000 Penalty: 13169.510742 Iteration 57Q: 3 clusters Score -8275312 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 33551 members Entering Unmasked Estep Score: -8275349.000000 Penalty: 13169.510742 Iteration 58Q: 3 clusters Score -8275349 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12829 members Mstep: Class 2 contains 33830 members Entering Unmasked Estep Score: -8275413.500000 Penalty: 13169.510742 Iteration 59Q: 3 clusters Score -8275414 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 34127 members Entering Unmasked Estep Score: -8275489.000000 Penalty: 13169.510742 Iteration 60F: 3 clusters Score -8275489 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 34431 members Entering Unmasked Estep Score: -8275577.500000 Penalty: 13169.510742 Iteration 61Q: 3 clusters Score -8275578 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 34712 members Entering Unmasked Estep Score: -8275628.500000 Penalty: 13169.510742 Iteration 62Q: 3 clusters Score -8275628 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 34988 members Entering Unmasked Estep Score: -8275680.500000 Penalty: 13169.510742 Iteration 63Q: 3 clusters Score -8275680 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 35265 members Entering Unmasked Estep Score: -8275769.000000 Penalty: 13169.510742 Iteration 64Q: 3 clusters Score -8275769 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 35507 members Entering Unmasked Estep Score: -8275800.000000 Penalty: 13169.510742 Iteration 65Q: 3 clusters Score -8275800 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 35748 members Entering Unmasked Estep Score: -8275825.000000 Penalty: 13169.510742 Iteration 66Q: 3 clusters Score -8275825 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 35992 members Entering Unmasked Estep Score: -8275858.500000 Penalty: 13169.510742 Iteration 67Q: 3 clusters Score -8275858 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 36232 members Entering Unmasked Estep Score: -8275924.000000 Penalty: 13169.510742 Iteration 68Q: 3 clusters Score -8275924 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10215 members Mstep: Class 2 contains 36444 members Entering Unmasked Estep Score: -8275961.500000 Penalty: 13169.510742 Iteration 69Q: 3 clusters Score -8275962 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 36653 members Entering Unmasked Estep Score: -8276003.000000 Penalty: 13169.510742 Iteration 70Q: 3 clusters Score -8276003 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 36850 members Entering Unmasked Estep Score: -8276046.500000 Penalty: 13169.510742 Iteration 71Q: 3 clusters Score -8276046 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 37031 members Entering Unmasked Estep Score: -8276057.500000 Penalty: 13169.510742 Iteration 72Q: 3 clusters Score -8276058 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 37210 members Entering Unmasked Estep Score: 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members Mstep: Class 2 contains 38680 members Entering Unmasked Estep Score: -8276379.000000 Penalty: 13169.510742 Iteration 85Q: 3 clusters Score -8276379 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 38754 members Entering Unmasked Estep Score: -8276382.500000 Penalty: 13169.510742 Iteration 86Q: 3 clusters Score -8276382 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 38836 members Entering Unmasked Estep Score: -8276422.500000 Penalty: 13169.510742 Iteration 87Q: 3 clusters Score -8276422 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 38899 members Entering Unmasked Estep Score: -8276425.500000 Penalty: 13169.510742 Iteration 88Q: 3 clusters Score -8276426 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -8276563.000000 Penalty: 13169.510742 Iteration 101Q: 3 clusters Score -8276563 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 39487 members Entering Unmasked Estep Score: -8276565.000000 Penalty: 13169.510742 Iteration 102Q: 3 clusters Score -8276565 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 39515 members Entering Unmasked Estep Score: -8276554.000000 Penalty: 13169.510742 Iteration 103Q: 3 clusters Score -8276554 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 39547 members Entering Unmasked Estep Score: -8276569.500000 Penalty: 13169.510742 Iteration 104Q: 3 clusters 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Unmasked Estep Score: -8276685.500000 Penalty: 13169.510742 Iteration 155Q: 3 clusters Score -8276686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 40402 members Entering Unmasked Estep Score: -8276683.500000 Penalty: 13169.510742 Iteration 156Q: 3 clusters Score -8276684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 40406 members Entering Unmasked Estep Score: -8276680.500000 Penalty: 13169.510742 Iteration 157Q: 3 clusters Score -8276680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 40410 members Entering Unmasked Estep Score: -8276695.500000 Penalty: 13169.510742 Iteration 158Q: 3 clusters Score -8276696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 40413 members Entering Unmasked Estep Score: -8276686.000000 Penalty: 13169.510742 Iteration 159Q: 3 clusters Score -8276686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 40416 members Entering Unmasked Estep Score: -8276687.500000 Penalty: 13169.510742 Iteration 160F: 3 clusters Score -8276688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 40420 members Entering Unmasked Estep Score: -8276682.000000 Penalty: 13169.510742 Iteration 161Q: 3 clusters Score -8276682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 40427 members Entering Unmasked Estep Score: -8276693.000000 Penalty: 13169.510742 Iteration 162Q: 3 clusters Score -8276693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 40432 members Entering Unmasked Estep Score: -8276696.000000 Penalty: 13169.510742 Iteration 163Q: 3 clusters Score -8276696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 40438 members Entering Unmasked Estep Score: -8276709.000000 Penalty: 13169.510742 Iteration 164Q: 3 clusters Score -8276709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 40439 members Entering Unmasked Estep Score: -8276708.000000 Penalty: 13169.510742 Iteration 165Q: 3 clusters Score -8276708 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 40440 members Entering Unmasked Estep Score: -8276705.000000 Penalty: 13169.510742 Iteration 166Q: 3 clusters Score -8276705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 40441 members Entering Unmasked Estep Score: -8276712.500000 Penalty: 13169.510742 Iteration 167Q: 3 clusters Score -8276712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 40446 members Entering Unmasked Estep Score: -8276723.500000 Penalty: 13169.510742 Iteration 168Q: 3 clusters Score -8276724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 40453 members Entering Unmasked Estep Score: -8276720.000000 Penalty: 13169.510742 Iteration 169Q: 3 clusters Score -8276720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 40459 members Entering Unmasked Estep Score: -8276715.000000 Penalty: 13169.510742 Iteration 170Q: 3 clusters Score -8276715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 40461 members Entering Unmasked Estep Score: -8276709.500000 Penalty: 13169.510742 Iteration 171Q: 3 clusters Score -8276710 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 40469 members Entering Unmasked Estep Score: -8276713.500000 Penalty: 13169.510742 Iteration 172Q: 3 clusters Score -8276714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 40477 members Entering Unmasked Estep Score: -8276720.000000 Penalty: 13169.510742 Iteration 173Q: 3 clusters Score -8276720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 40485 members Entering Unmasked Estep Score: -8276721.000000 Penalty: 13169.510742 Iteration 174Q: 3 clusters Score -8276721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 40491 members Entering Unmasked Estep Score: -8276721.500000 Penalty: 13169.510742 Iteration 175Q: 3 clusters Score -8276722 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 40499 members Entering Unmasked Estep Score: -8276724.500000 Penalty: 13169.510742 Iteration 176Q: 3 clusters Score -8276724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 40506 members Entering Unmasked Estep Score: -8276725.000000 Penalty: 13169.510742 Iteration 177Q: 3 clusters Score -8276725 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 40519 members Entering Unmasked Estep Score: -8276713.000000 Penalty: 13169.510742 Iteration 178Q: 3 clusters Score -8276713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 40525 members Entering Unmasked Estep Score: -8276726.000000 Penalty: 13169.510742 Iteration 179Q: 3 clusters Score -8276726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 40529 members Entering Unmasked Estep Score: -8276725.500000 Penalty: 13169.510742 Iteration 180F: 3 clusters Score -8276726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 40533 members Entering Unmasked Estep Score: -8276744.500000 Penalty: 13169.510742 Iteration 181Q: 3 clusters Score -8276744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 40540 members Entering Unmasked Estep Score: -8276737.500000 Penalty: 13169.510742 Iteration 182Q: 3 clusters Score -8276738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 40542 members Entering Unmasked Estep Score: -8276731.500000 Penalty: 13169.510742 Iteration 183Q: 3 clusters Score -8276732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 40545 members Entering Unmasked Estep Score: -8276729.000000 Penalty: 13169.510742 Iteration 184Q: 3 clusters Score -8276729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 40547 members Entering Unmasked Estep Score: -8276736.500000 Penalty: 13169.510742 Iteration 185Q: 3 clusters Score -8276736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 40546 members Entering Unmasked Estep Score: -8276734.000000 Penalty: 13169.510742 Iteration 186Q: 3 clusters Score -8276734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 40547 members Entering Unmasked Estep Score: -8276740.500000 Penalty: 13169.510742 Iteration 187Q: 3 clusters Score -8276740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 40548 members Entering Unmasked Estep Score: -8276734.000000 Penalty: 13169.510742 Iteration 188Q: 3 clusters Score -8276734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 40549 members Entering Unmasked Estep Score: -8276733.500000 Penalty: 13169.510742 Iteration 189Q: 3 clusters Score -8276734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 40551 members Entering Unmasked Estep Score: -8276734.000000 Penalty: 13169.510742 Iteration 190Q: 3 clusters Score -8276734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 40551 members Entering Unmasked Estep Score: -8276734.000000 Penalty: 13169.510742 Iteration 191F: 3 clusters Score -8276734 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (97623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97623 members Entering Unmasked Estep Score: -17416172.000000 Penalty: 7036.932129 Iteration 0F: 2 clusters Score -1.741617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48456 members Mstep: Class 2 contains 49167 members Entering Unmasked Estep Score: -17349488.000000 Penalty: 14073.864258 Iteration 0F: 3 clusters Score -1.734949e+07 nChanged 44621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45887 members Mstep: Class 2 contains 51736 members Entering Unmasked Estep Score: -17373806.000000 Penalty: 14073.864258 Iteration 1F: 3 clusters Score -1.737381e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44138 members Mstep: Class 2 contains 53485 members Entering Unmasked Estep Score: -17375050.000000 Penalty: 14073.864258 Iteration 2Q: 3 clusters Score -1.737505e+07 nChanged 3922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41604 members Mstep: Class 2 contains 56019 members Entering Unmasked Estep Score: -17376380.000000 Penalty: 14073.864258 Iteration 3Q: 3 clusters Score -1.737638e+07 nChanged 4378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37988 members Mstep: Class 2 contains 59635 members Entering Unmasked Estep Score: -17378152.000000 Penalty: 14073.864258 Iteration 4Q: 3 clusters Score -1.737815e+07 nChanged 5278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33056 members Mstep: Class 2 contains 64567 members Entering Unmasked Estep Score: -17381078.000000 Penalty: 14073.864258 Iteration 5F: 3 clusters Score -1.738108e+07 nChanged 6746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26562 members Mstep: Class 2 contains 71061 members Entering Unmasked Estep Score: -17385772.000000 Penalty: 14073.864258 Iteration 6F: 3 clusters Score -1.738577e+07 nChanged 7744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18978 members Mstep: Class 2 contains 78645 members Entering Unmasked Estep Score: -17392386.000000 Penalty: 14073.864258 Iteration 7F: 3 clusters Score -1.739239e+07 nChanged 7582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 86097 members Entering Unmasked Estep Score: -17399792.000000 Penalty: 14073.864258 Iteration 8F: 3 clusters Score -1.739979e+07 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 91429 members Entering Unmasked Estep Score: -17404782.000000 Penalty: 14073.864258 Iteration 9F: 3 clusters Score -1.740478e+07 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 94379 members Entering Unmasked Estep Score: -17407494.000000 Penalty: 14073.864258 Iteration 10Q: 3 clusters Score -1.740749e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 95719 members Entering Unmasked Estep Score: -17408754.000000 Penalty: 14073.864258 Iteration 11Q: 3 clusters Score -1.740875e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 96264 members Entering Unmasked Estep Score: -17409348.000000 Penalty: 14073.864258 Iteration 12Q: 3 clusters Score -1.740935e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 96502 members Entering Unmasked Estep Score: -17409630.000000 Penalty: 14073.864258 Iteration 13Q: 3 clusters Score -1.740963e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 96626 members Entering Unmasked Estep Score: -17409804.000000 Penalty: 14073.864258 Iteration 14Q: 3 clusters Score -1.74098e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 96692 members Entering Unmasked Estep Score: -17409904.000000 Penalty: 14073.864258 Iteration 15Q: 3 clusters Score -1.74099e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 96722 members Entering Unmasked Estep Score: -17409984.000000 Penalty: 14073.864258 Iteration 16Q: 3 clusters Score -1.740998e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 96741 members Entering Unmasked Estep Score: -17410010.000000 Penalty: 14073.864258 Iteration 17Q: 3 clusters Score -1.741001e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 96750 members Entering Unmasked Estep Score: -17410066.000000 Penalty: 14073.864258 Iteration 18Q: 3 clusters Score -1.741007e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 96763 members Entering Unmasked Estep Score: -17410098.000000 Penalty: 14073.864258 Iteration 19Q: 3 clusters Score -1.74101e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 96766 members Entering Unmasked Estep Score: -17410108.000000 Penalty: 14073.864258 Iteration 20F: 3 clusters Score -1.741011e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 96773 members Entering Unmasked Estep Score: -17410128.000000 Penalty: 14073.864258 Iteration 21Q: 3 clusters Score -1.741013e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 96785 members Entering Unmasked Estep Score: -17410140.000000 Penalty: 14073.864258 Iteration 22Q: 3 clusters Score -1.741014e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 96787 members Entering Unmasked Estep Score: -17410146.000000 Penalty: 14073.864258 Iteration 23Q: 3 clusters Score -1.741015e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 96791 members Entering Unmasked Estep Score: -17410144.000000 Penalty: 14073.864258 Iteration 24Q: 3 clusters Score -1.741014e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 96796 members Entering Unmasked Estep Score: -17410156.000000 Penalty: 14073.864258 Iteration 25Q: 3 clusters Score -1.741016e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 96798 members Entering Unmasked Estep Score: -17410160.000000 Penalty: 14073.864258 Iteration 26Q: 3 clusters Score -1.741016e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 96798 members Entering Unmasked Estep Score: -17410152.000000 Penalty: 14073.864258 Iteration 27Q: 3 clusters Score -1.741015e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 96799 members Entering Unmasked Estep Score: -17410160.000000 Penalty: 14073.864258 Iteration 28Q: 3 clusters Score -1.741016e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 96799 members Entering Unmasked Estep Score: -17410160.000000 Penalty: 14073.864258 Iteration 29F: 3 clusters Score -1.741016e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Entering Unmasked Estep Score: -1090528.000000 Penalty: 5346.260254 Iteration 0F: 2 clusters Score -1090528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1082740.625000 Penalty: 10692.520508 Iteration 0F: 3 clusters Score -1082741 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1084187.750000 Penalty: 10692.520508 Iteration 1F: 3 clusters Score -1084188 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1084626.000000 Penalty: 10692.520508 Iteration 2F: 3 clusters Score -1084626 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1084927.750000 Penalty: 10692.520508 Iteration 3F: 3 clusters Score -1084928 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1085183.750000 Penalty: 10692.520508 Iteration 4Q: 3 clusters Score -1085184 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1085464.875000 Penalty: 10692.520508 Iteration 5Q: 3 clusters Score -1085465 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1085689.875000 Penalty: 10692.520508 Iteration 6Q: 3 clusters Score -1085690 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1085922.625000 Penalty: 10692.520508 Iteration 7Q: 3 clusters Score -1085923 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1086100.625000 Penalty: 10692.520508 Iteration 8Q: 3 clusters Score -1086101 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1086245.625000 Penalty: 10692.520508 Iteration 9Q: 3 clusters Score -1086246 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1086374.750000 Penalty: 10692.520508 Iteration 10Q: 3 clusters Score -1086375 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1086495.625000 Penalty: 10692.520508 Iteration 11Q: 3 clusters Score -1086496 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1086603.250000 Penalty: 10692.520508 Iteration 12Q: 3 clusters Score -1086603 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1086671.750000 Penalty: 10692.520508 Iteration 13Q: 3 clusters Score -1086672 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1086724.500000 Penalty: 10692.520508 Iteration 14Q: 3 clusters Score -1086724 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1086768.875000 Penalty: 10692.520508 Iteration 15Q: 3 clusters Score -1086769 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1086801.875000 Penalty: 10692.520508 Iteration 16Q: 3 clusters Score -1086802 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1086832.375000 Penalty: 10692.520508 Iteration 17Q: 3 clusters Score -1086832 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1086859.125000 Penalty: 10692.520508 Iteration 18Q: 3 clusters Score -1086859 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1086876.625000 Penalty: 10692.520508 Iteration 19Q: 3 clusters Score -1086877 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1086890.250000 Penalty: 10692.520508 Iteration 20F: 3 clusters Score -1086890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1086897.750000 Penalty: 10692.520508 Iteration 21Q: 3 clusters Score -1086898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1086909.875000 Penalty: 10692.520508 Iteration 22Q: 3 clusters Score -1086910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1086915.875000 Penalty: 10692.520508 Iteration 23Q: 3 clusters Score -1086916 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1086929.500000 Penalty: 10692.520508 Iteration 24Q: 3 clusters Score -1086930 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1086940.250000 Penalty: 10692.520508 Iteration 25Q: 3 clusters Score -1086940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1086945.125000 Penalty: 10692.520508 Iteration 26Q: 3 clusters Score -1086945 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1086952.875000 Penalty: 10692.520508 Iteration 27Q: 3 clusters Score -1086953 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1086959.500000 Penalty: 10692.520508 Iteration 28Q: 3 clusters Score -1086960 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1086961.500000 Penalty: 10692.520508 Iteration 29Q: 3 clusters Score -1086962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1086966.125000 Penalty: 10692.520508 Iteration 30Q: 3 clusters Score -1086966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1086968.125000 Penalty: 10692.520508 Iteration 31Q: 3 clusters Score -1086968 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1086974.875000 Penalty: 10692.520508 Iteration 32Q: 3 clusters Score -1086975 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1086978.750000 Penalty: 10692.520508 Iteration 33Q: 3 clusters Score -1086979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1086981.875000 Penalty: 10692.520508 Iteration 34Q: 3 clusters Score -1086982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1086982.750000 Penalty: 10692.520508 Iteration 35Q: 3 clusters Score -1086983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1086984.750000 Penalty: 10692.520508 Iteration 36Q: 3 clusters Score -1086985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1086984.875000 Penalty: 10692.520508 Iteration 37Q: 3 clusters Score -1086985 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1086985.500000 Penalty: 10692.520508 Iteration 38Q: 3 clusters Score -1086986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1086988.875000 Penalty: 10692.520508 Iteration 39Q: 3 clusters Score -1086989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1086990.375000 Penalty: 10692.520508 Iteration 40F: 3 clusters Score -1086990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1086989.875000 Penalty: 10692.520508 Iteration 41Q: 3 clusters Score -1086990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1086992.250000 Penalty: 10692.520508 Iteration 42Q: 3 clusters Score -1086992 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1086992.250000 Penalty: 10692.520508 Iteration 43F: 3 clusters Score -1086992 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (18517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18517 members Entering Unmasked Estep Score: -3294246.250000 Penalty: 6018.697266 Iteration 0F: 2 clusters Score -3294246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -3278655.250000 Penalty: 12037.394531 Iteration 0F: 3 clusters Score -3278655 nChanged 7422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -3282606.000000 Penalty: 12037.394531 Iteration 1F: 3 clusters Score -3282606 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -3283192.250000 Penalty: 12037.394531 Iteration 2F: 3 clusters Score -3283192 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -3283590.750000 Penalty: 12037.394531 Iteration 3Q: 3 clusters Score -3283591 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -3283893.750000 Penalty: 12037.394531 Iteration 4Q: 3 clusters Score -3283894 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -3284148.250000 Penalty: 12037.394531 Iteration 5Q: 3 clusters Score -3284148 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -3284409.250000 Penalty: 12037.394531 Iteration 6Q: 3 clusters Score -3284409 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -3284685.250000 Penalty: 12037.394531 Iteration 7Q: 3 clusters Score -3284685 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -3284956.250000 Penalty: 12037.394531 Iteration 8Q: 3 clusters Score -3284956 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -3285239.250000 Penalty: 12037.394531 Iteration 9Q: 3 clusters Score -3285239 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 12731 members Entering Unmasked Estep Score: -3285499.750000 Penalty: 12037.394531 Iteration 10Q: 3 clusters Score -3285500 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -3285819.500000 Penalty: 12037.394531 Iteration 11Q: 3 clusters Score -3285820 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -3286167.000000 Penalty: 12037.394531 Iteration 12Q: 3 clusters Score -3286167 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -3286549.500000 Penalty: 12037.394531 Iteration 13Q: 3 clusters Score -3286550 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -3286944.750000 Penalty: 12037.394531 Iteration 14Q: 3 clusters Score -3286945 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -3287334.500000 Penalty: 12037.394531 Iteration 15Q: 3 clusters Score -3287334 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 15830 members Entering Unmasked Estep Score: -3287645.750000 Penalty: 12037.394531 Iteration 16Q: 3 clusters Score -3287646 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 16199 members Entering Unmasked Estep Score: -3287944.000000 Penalty: 12037.394531 Iteration 17Q: 3 clusters Score -3287944 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 16493 members Entering Unmasked Estep Score: -3288154.250000 Penalty: 12037.394531 Iteration 18Q: 3 clusters Score -3288154 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 16701 members Entering Unmasked Estep Score: -3288337.750000 Penalty: 12037.394531 Iteration 19Q: 3 clusters Score -3288338 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 16844 members Entering Unmasked Estep Score: -3288435.500000 Penalty: 12037.394531 Iteration 20F: 3 clusters Score -3288436 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 16963 members Entering Unmasked Estep Score: -3288520.750000 Penalty: 12037.394531 Iteration 21Q: 3 clusters Score -3288521 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -3288583.500000 Penalty: 12037.394531 Iteration 22Q: 3 clusters Score -3288584 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 17115 members Entering Unmasked Estep Score: -3288636.250000 Penalty: 12037.394531 Iteration 23Q: 3 clusters Score -3288636 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 17166 members Entering Unmasked Estep Score: -3288675.250000 Penalty: 12037.394531 Iteration 24Q: 3 clusters Score -3288675 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 17217 members Entering Unmasked Estep Score: -3288726.500000 Penalty: 12037.394531 Iteration 25Q: 3 clusters Score -3288726 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 17265 members Entering Unmasked Estep Score: -3288763.250000 Penalty: 12037.394531 Iteration 26Q: 3 clusters Score -3288763 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 17298 members Entering Unmasked Estep Score: -3288787.250000 Penalty: 12037.394531 Iteration 27Q: 3 clusters Score -3288787 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 17337 members Entering Unmasked Estep Score: -3288825.500000 Penalty: 12037.394531 Iteration 28Q: 3 clusters Score -3288826 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 17371 members Entering Unmasked Estep Score: -3288859.000000 Penalty: 12037.394531 Iteration 29Q: 3 clusters Score -3288859 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -3288864.500000 Penalty: 12037.394531 Iteration 30Q: 3 clusters Score -3288864 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 17404 members Entering Unmasked Estep Score: -3288871.750000 Penalty: 12037.394531 Iteration 31Q: 3 clusters Score -3288872 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -3288893.000000 Penalty: 12037.394531 Iteration 32Q: 3 clusters Score -3288893 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -3288910.000000 Penalty: 12037.394531 Iteration 33Q: 3 clusters Score -3288910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 17443 members Entering Unmasked Estep Score: -3288918.750000 Penalty: 12037.394531 Iteration 34Q: 3 clusters Score -3288919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -3288924.750000 Penalty: 12037.394531 Iteration 35Q: 3 clusters Score -3288925 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -3288930.500000 Penalty: 12037.394531 Iteration 36Q: 3 clusters Score -3288930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -3288930.750000 Penalty: 12037.394531 Iteration 37Q: 3 clusters Score -3288931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 17466 members Entering Unmasked Estep Score: -3288931.500000 Penalty: 12037.394531 Iteration 38Q: 3 clusters Score -3288932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -3288936.500000 Penalty: 12037.394531 Iteration 39Q: 3 clusters Score -3288936 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 17478 members Entering Unmasked Estep Score: -3288938.750000 Penalty: 12037.394531 Iteration 40F: 3 clusters Score -3288939 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 17487 members Entering Unmasked Estep Score: -3288955.000000 Penalty: 12037.394531 Iteration 41Q: 3 clusters Score -3288955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 17493 members Entering Unmasked Estep Score: -3288952.750000 Penalty: 12037.394531 Iteration 42Q: 3 clusters Score -3288953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 17498 members Entering Unmasked Estep Score: -3288948.500000 Penalty: 12037.394531 Iteration 43Q: 3 clusters Score -3288948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -3288964.000000 Penalty: 12037.394531 Iteration 44Q: 3 clusters Score -3288964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 17514 members Entering Unmasked Estep Score: -3288975.000000 Penalty: 12037.394531 Iteration 45Q: 3 clusters Score -3288975 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -3288977.250000 Penalty: 12037.394531 Iteration 46Q: 3 clusters Score -3288977 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 17527 members Entering Unmasked Estep Score: -3288984.000000 Penalty: 12037.394531 Iteration 47Q: 3 clusters Score -3288984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 17533 members Entering Unmasked Estep Score: -3288997.250000 Penalty: 12037.394531 Iteration 48Q: 3 clusters Score -3288997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 17538 members Entering Unmasked Estep Score: -3288999.750000 Penalty: 12037.394531 Iteration 49Q: 3 clusters Score -3289000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -3288997.750000 Penalty: 12037.394531 Iteration 50Q: 3 clusters Score -3288998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -3288996.500000 Penalty: 12037.394531 Iteration 51Q: 3 clusters Score -3288996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -3288996.500000 Penalty: 12037.394531 Iteration 52F: 3 clusters Score -3288996 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (19034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19034 members Entering Unmasked Estep Score: -3314181.250000 Penalty: 6035.563965 Iteration 0F: 2 clusters Score -3314181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -3298272.000000 Penalty: 12071.127930 Iteration 0F: 3 clusters Score -3298272 nChanged 7736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -3302436.500000 Penalty: 12071.127930 Iteration 1F: 3 clusters Score -3302436 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -3303428.000000 Penalty: 12071.127930 Iteration 2F: 3 clusters Score -3303428 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -3304308.500000 Penalty: 12071.127930 Iteration 3F: 3 clusters Score -3304308 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -3305107.500000 Penalty: 12071.127930 Iteration 4F: 3 clusters Score -3305108 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -3305754.500000 Penalty: 12071.127930 Iteration 5F: 3 clusters Score -3305754 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -3306316.500000 Penalty: 12071.127930 Iteration 6Q: 3 clusters Score -3306316 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -3306829.250000 Penalty: 12071.127930 Iteration 7Q: 3 clusters Score -3306829 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -3307359.000000 Penalty: 12071.127930 Iteration 8Q: 3 clusters Score -3307359 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -3307838.000000 Penalty: 12071.127930 Iteration 9Q: 3 clusters Score -3307838 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -3308243.500000 Penalty: 12071.127930 Iteration 10Q: 3 clusters Score -3308244 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -3308630.750000 Penalty: 12071.127930 Iteration 11Q: 3 clusters Score -3308631 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -3309001.250000 Penalty: 12071.127930 Iteration 12Q: 3 clusters Score -3309001 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 14841 members Entering Unmasked Estep Score: -3309347.250000 Penalty: 12071.127930 Iteration 13Q: 3 clusters Score -3309347 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -3309669.500000 Penalty: 12071.127930 Iteration 14Q: 3 clusters Score -3309670 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -3310002.250000 Penalty: 12071.127930 Iteration 15Q: 3 clusters Score -3310002 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -3310281.750000 Penalty: 12071.127930 Iteration 16Q: 3 clusters Score -3310282 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 16220 members Entering Unmasked Estep Score: -3310489.500000 Penalty: 12071.127930 Iteration 17Q: 3 clusters Score -3310490 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 16418 members Entering Unmasked Estep Score: -3310662.250000 Penalty: 12071.127930 Iteration 18Q: 3 clusters Score -3310662 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -3310821.000000 Penalty: 12071.127930 Iteration 19Q: 3 clusters Score -3310821 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -3310966.750000 Penalty: 12071.127930 Iteration 20F: 3 clusters Score -3310967 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 16929 members Entering Unmasked Estep Score: -3311101.500000 Penalty: 12071.127930 Iteration 21Q: 3 clusters Score -3311102 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 17066 members Entering Unmasked Estep Score: -3311231.750000 Penalty: 12071.127930 Iteration 22Q: 3 clusters Score -3311232 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 17177 members Entering Unmasked Estep Score: -3311342.750000 Penalty: 12071.127930 Iteration 23Q: 3 clusters Score -3311343 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 17261 members Entering Unmasked Estep Score: -3311412.250000 Penalty: 12071.127930 Iteration 24Q: 3 clusters Score -3311412 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -3311467.250000 Penalty: 12071.127930 Iteration 25Q: 3 clusters Score -3311467 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -3311509.750000 Penalty: 12071.127930 Iteration 26Q: 3 clusters Score -3311510 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -3311550.250000 Penalty: 12071.127930 Iteration 27Q: 3 clusters Score -3311550 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 17455 members Entering Unmasked Estep Score: -3311586.750000 Penalty: 12071.127930 Iteration 28Q: 3 clusters Score -3311587 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 17475 members Entering Unmasked Estep Score: -3311611.000000 Penalty: 12071.127930 Iteration 29Q: 3 clusters Score -3311611 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -3311638.000000 Penalty: 12071.127930 Iteration 30Q: 3 clusters Score -3311638 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -3311661.750000 Penalty: 12071.127930 Iteration 31Q: 3 clusters Score -3311662 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 17541 members Entering Unmasked Estep Score: -3311678.250000 Penalty: 12071.127930 Iteration 32Q: 3 clusters Score -3311678 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 17560 members Entering Unmasked Estep Score: -3311688.750000 Penalty: 12071.127930 Iteration 33Q: 3 clusters Score -3311689 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -3311711.750000 Penalty: 12071.127930 Iteration 34Q: 3 clusters Score -3311712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 17603 members Entering Unmasked Estep Score: -3311730.000000 Penalty: 12071.127930 Iteration 35Q: 3 clusters Score -3311730 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -3311736.500000 Penalty: 12071.127930 Iteration 36Q: 3 clusters Score -3311736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -3311742.000000 Penalty: 12071.127930 Iteration 37Q: 3 clusters Score -3311742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -3311739.000000 Penalty: 12071.127930 Iteration 38Q: 3 clusters Score -3311739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 17636 members Entering Unmasked Estep Score: -3311744.000000 Penalty: 12071.127930 Iteration 39Q: 3 clusters Score -3311744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -3311749.250000 Penalty: 12071.127930 Iteration 40F: 3 clusters Score -3311749 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 17649 members Entering Unmasked Estep Score: -3311748.500000 Penalty: 12071.127930 Iteration 41Q: 3 clusters Score -3311748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -3311754.500000 Penalty: 12071.127930 Iteration 42Q: 3 clusters Score -3311754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -3311752.750000 Penalty: 12071.127930 Iteration 43Q: 3 clusters Score -3311753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -3311758.500000 Penalty: 12071.127930 Iteration 44Q: 3 clusters Score -3311758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 17667 members Entering Unmasked Estep Score: -3311760.500000 Penalty: 12071.127930 Iteration 45Q: 3 clusters Score -3311760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -3311767.000000 Penalty: 12071.127930 Iteration 46Q: 3 clusters Score -3311767 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -3311770.000000 Penalty: 12071.127930 Iteration 47Q: 3 clusters Score -3311770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 17672 members Entering Unmasked Estep Score: -3311767.750000 Penalty: 12071.127930 Iteration 48Q: 3 clusters Score -3311768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 17674 members Entering Unmasked Estep Score: -3311774.250000 Penalty: 12071.127930 Iteration 49Q: 3 clusters Score -3311774 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 17674 members Entering Unmasked Estep Score: -3311774.250000 Penalty: 12071.127930 Iteration 50F: 3 clusters Score -3311774 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Entering Unmasked Estep Score: -180780.375000 Penalty: 4353.298340 Iteration 0F: 2 clusters Score -180780.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -176614.437500 Penalty: 8706.596680 Iteration 0F: 3 clusters Score -176614.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -177239.937500 Penalty: 8706.596680 Iteration 1F: 3 clusters Score -177239.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -177583.953125 Penalty: 8706.596680 Iteration 2F: 3 clusters Score -177584 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -177847.453125 Penalty: 8706.596680 Iteration 3Q: 3 clusters Score -177847.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -178099.062500 Penalty: 8706.596680 Iteration 4Q: 3 clusters Score -178099.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -178441.843750 Penalty: 8706.596680 Iteration 5Q: 3 clusters Score -178441.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -178699.796875 Penalty: 8706.596680 Iteration 6Q: 3 clusters Score -178699.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -178913.781250 Penalty: 8706.596680 Iteration 7Q: 3 clusters Score -178913.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -179062.484375 Penalty: 8706.596680 Iteration 8Q: 3 clusters Score -179062.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -179212.640625 Penalty: 8706.596680 Iteration 9Q: 3 clusters Score -179212.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -179367.093750 Penalty: 8706.596680 Iteration 10Q: 3 clusters Score -179367.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -179485.015625 Penalty: 8706.596680 Iteration 11Q: 3 clusters Score -179485 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -179565.750000 Penalty: 8706.596680 Iteration 12Q: 3 clusters Score -179565.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -179613.890625 Penalty: 8706.596680 Iteration 13Q: 3 clusters Score -179613.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -179656.718750 Penalty: 8706.596680 Iteration 14Q: 3 clusters Score -179656.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -179678.031250 Penalty: 8706.596680 Iteration 15Q: 3 clusters Score -179678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -179692.796875 Penalty: 8706.596680 Iteration 16Q: 3 clusters Score -179692.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -179713.828125 Penalty: 8706.596680 Iteration 17Q: 3 clusters Score -179713.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -179751.203125 Penalty: 8706.596680 Iteration 18Q: 3 clusters Score -179751.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -179770.906250 Penalty: 8706.596680 Iteration 19Q: 3 clusters Score -179770.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -179779.921875 Penalty: 8706.596680 Iteration 20F: 3 clusters Score -179779.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -179801.078125 Penalty: 8706.596680 Iteration 21Q: 3 clusters Score -179801.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -179824.937500 Penalty: 8706.596680 Iteration 22Q: 3 clusters Score -179824.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -179903.687500 Penalty: 8706.596680 Iteration 23Q: 3 clusters Score -179903.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -179995.765625 Penalty: 8706.596680 Iteration 24Q: 3 clusters Score -179995.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -180136.375000 Penalty: 8706.596680 Iteration 25Q: 3 clusters Score -180136.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -180183.828125 Penalty: 8706.596680 Iteration 26Q: 3 clusters Score -180183.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -180202.515625 Penalty: 8706.596680 Iteration 27Q: 3 clusters Score -180202.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -180212.609375 Penalty: 8706.596680 Iteration 28Q: 3 clusters Score -180212.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -180216.937500 Penalty: 8706.596680 Iteration 29Q: 3 clusters Score -180216.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -180216.937500 Penalty: 8706.596680 Iteration 30F: 3 clusters Score -180216.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Entering Unmasked Estep Score: -1561915.500000 Penalty: 5600.167969 Iteration 0F: 2 clusters Score -1561916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1552161.250000 Penalty: 11200.335938 Iteration 0F: 3 clusters Score -1552161 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1554267.125000 Penalty: 11200.335938 Iteration 1F: 3 clusters Score -1554267 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1554875.625000 Penalty: 11200.335938 Iteration 2F: 3 clusters Score -1554876 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1555250.375000 Penalty: 11200.335938 Iteration 3F: 3 clusters Score -1555250 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1555549.375000 Penalty: 11200.335938 Iteration 4Q: 3 clusters Score -1555549 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1555799.875000 Penalty: 11200.335938 Iteration 5Q: 3 clusters Score -1555800 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1556063.250000 Penalty: 11200.335938 Iteration 6Q: 3 clusters Score -1556063 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1556361.625000 Penalty: 11200.335938 Iteration 7Q: 3 clusters Score -1556362 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1556666.500000 Penalty: 11200.335938 Iteration 8Q: 3 clusters Score -1556666 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1557036.125000 Penalty: 11200.335938 Iteration 9Q: 3 clusters Score -1557036 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1557392.000000 Penalty: 11200.335938 Iteration 10Q: 3 clusters Score -1557392 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1557727.750000 Penalty: 11200.335938 Iteration 11Q: 3 clusters Score -1557728 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1558012.750000 Penalty: 11200.335938 Iteration 12Q: 3 clusters Score -1558013 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -1558258.875000 Penalty: 11200.335938 Iteration 13Q: 3 clusters Score -1558259 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1558441.250000 Penalty: 11200.335938 Iteration 14Q: 3 clusters Score -1558441 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1558568.500000 Penalty: 11200.335938 Iteration 15Q: 3 clusters Score -1558568 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1558680.000000 Penalty: 11200.335938 Iteration 16Q: 3 clusters Score -1558680 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1558776.000000 Penalty: 11200.335938 Iteration 17Q: 3 clusters Score -1558776 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1558851.250000 Penalty: 11200.335938 Iteration 18Q: 3 clusters Score -1558851 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1558911.875000 Penalty: 11200.335938 Iteration 19Q: 3 clusters Score -1558912 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1558949.875000 Penalty: 11200.335938 Iteration 20F: 3 clusters Score -1558950 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1558981.000000 Penalty: 11200.335938 Iteration 21Q: 3 clusters Score -1558981 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1559007.500000 Penalty: 11200.335938 Iteration 22Q: 3 clusters Score -1559008 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1559042.375000 Penalty: 11200.335938 Iteration 23Q: 3 clusters Score -1559042 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1559080.625000 Penalty: 11200.335938 Iteration 24Q: 3 clusters Score -1559081 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1559105.625000 Penalty: 11200.335938 Iteration 25Q: 3 clusters Score -1559106 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1559139.875000 Penalty: 11200.335938 Iteration 26Q: 3 clusters Score -1559140 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1559185.000000 Penalty: 11200.335938 Iteration 27Q: 3 clusters Score -1559185 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1559235.750000 Penalty: 11200.335938 Iteration 28Q: 3 clusters Score -1559236 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1559269.375000 Penalty: 11200.335938 Iteration 29Q: 3 clusters Score -1559269 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1559307.875000 Penalty: 11200.335938 Iteration 30Q: 3 clusters Score -1559308 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1559327.125000 Penalty: 11200.335938 Iteration 31Q: 3 clusters Score -1559327 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1559344.875000 Penalty: 11200.335938 Iteration 32Q: 3 clusters Score -1559345 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1559355.625000 Penalty: 11200.335938 Iteration 33Q: 3 clusters Score -1559356 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1559369.500000 Penalty: 11200.335938 Iteration 34Q: 3 clusters Score -1559370 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1559375.625000 Penalty: 11200.335938 Iteration 35Q: 3 clusters Score -1559376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1559384.500000 Penalty: 11200.335938 Iteration 36Q: 3 clusters Score -1559384 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1559389.250000 Penalty: 11200.335938 Iteration 37Q: 3 clusters Score -1559389 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1559406.625000 Penalty: 11200.335938 Iteration 38Q: 3 clusters Score -1559407 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -1559417.125000 Penalty: 11200.335938 Iteration 39Q: 3 clusters Score -1559417 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1559437.625000 Penalty: 11200.335938 Iteration 40F: 3 clusters Score -1559438 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1559457.875000 Penalty: 11200.335938 Iteration 41Q: 3 clusters Score -1559458 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1559483.875000 Penalty: 11200.335938 Iteration 42Q: 3 clusters Score -1559484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1559523.875000 Penalty: 11200.335938 Iteration 43Q: 3 clusters Score -1559524 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1559556.500000 Penalty: 11200.335938 Iteration 44Q: 3 clusters Score -1559556 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1559576.375000 Penalty: 11200.335938 Iteration 45Q: 3 clusters Score -1559576 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1559603.875000 Penalty: 11200.335938 Iteration 46Q: 3 clusters Score -1559604 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1559622.625000 Penalty: 11200.335938 Iteration 47Q: 3 clusters Score -1559623 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1559644.875000 Penalty: 11200.335938 Iteration 48Q: 3 clusters Score -1559645 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1559668.875000 Penalty: 11200.335938 Iteration 49Q: 3 clusters Score -1559669 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1559712.375000 Penalty: 11200.335938 Iteration 50Q: 3 clusters Score -1559712 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1559757.625000 Penalty: 11200.335938 Iteration 51Q: 3 clusters Score -1559758 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1559789.625000 Penalty: 11200.335938 Iteration 52Q: 3 clusters Score -1559790 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1559822.500000 Penalty: 11200.335938 Iteration 53Q: 3 clusters Score -1559822 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1559837.125000 Penalty: 11200.335938 Iteration 54Q: 3 clusters Score -1559837 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1559851.625000 Penalty: 11200.335938 Iteration 55Q: 3 clusters Score -1559852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1559857.375000 Penalty: 11200.335938 Iteration 56Q: 3 clusters Score -1559857 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1559856.625000 Penalty: 11200.335938 Iteration 57Q: 3 clusters Score -1559857 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1559858.375000 Penalty: 11200.335938 Iteration 58Q: 3 clusters Score -1559858 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1559869.750000 Penalty: 11200.335938 Iteration 59Q: 3 clusters Score -1559870 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1559871.750000 Penalty: 11200.335938 Iteration 60F: 3 clusters Score -1559872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1559868.500000 Penalty: 11200.335938 Iteration 61Q: 3 clusters Score -1559868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1559871.625000 Penalty: 11200.335938 Iteration 62Q: 3 clusters Score -1559872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1559872.625000 Penalty: 11200.335938 Iteration 63Q: 3 clusters Score -1559873 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1559876.500000 Penalty: 11200.335938 Iteration 64Q: 3 clusters Score -1559876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1559881.500000 Penalty: 11200.335938 Iteration 65Q: 3 clusters Score -1559882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1559882.000000 Penalty: 11200.335938 Iteration 66Q: 3 clusters Score -1559882 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1559886.125000 Penalty: 11200.335938 Iteration 67Q: 3 clusters Score -1559886 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1559890.375000 Penalty: 11200.335938 Iteration 68Q: 3 clusters Score -1559890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1559890.250000 Penalty: 11200.335938 Iteration 69Q: 3 clusters Score -1559890 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1559902.250000 Penalty: 11200.335938 Iteration 70Q: 3 clusters Score -1559902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1559904.000000 Penalty: 11200.335938 Iteration 71Q: 3 clusters Score -1559904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1559906.875000 Penalty: 11200.335938 Iteration 72Q: 3 clusters Score -1559907 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1559908.375000 Penalty: 11200.335938 Iteration 73Q: 3 clusters Score -1559908 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1559914.750000 Penalty: 11200.335938 Iteration 74Q: 3 clusters Score -1559915 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1559917.375000 Penalty: 11200.335938 Iteration 75Q: 3 clusters Score -1559917 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1559915.875000 Penalty: 11200.335938 Iteration 76Q: 3 clusters Score -1559916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1559917.500000 Penalty: 11200.335938 Iteration 77Q: 3 clusters Score -1559918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1559915.625000 Penalty: 11200.335938 Iteration 78Q: 3 clusters Score -1559916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1559922.875000 Penalty: 11200.335938 Iteration 79Q: 3 clusters Score -1559923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -1559920.375000 Penalty: 11200.335938 Iteration 80F: 3 clusters Score -1559920 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Entering Unmasked Estep Score: -41376.281250 Penalty: 3446.917969 Iteration 0F: 2 clusters Score -41376.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -38745.472656 Penalty: 6893.835938 Iteration 0F: 3 clusters Score -38745.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -38820.117188 Penalty: 6893.835938 Iteration 1Q: 3 clusters Score -38820.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -38838.621094 Penalty: 6893.835938 Iteration 2Q: 3 clusters Score -38838.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -38838.621094 Penalty: 6893.835938 Iteration 3F: 3 clusters Score -38838.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (145568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145568 members Entering Unmasked Estep Score: -25704884.000000 Penalty: 7281.644043 Iteration 0F: 2 clusters Score -2.570488e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73063 members Mstep: Class 2 contains 72505 members Entering Unmasked Estep Score: -25606698.000000 Penalty: 14563.288086 Iteration 0F: 3 clusters Score -2.56067e+07 nChanged 67426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74951 members Mstep: Class 2 contains 70617 members Entering Unmasked Estep Score: -25644998.000000 Penalty: 14563.288086 Iteration 1F: 3 clusters Score -2.5645e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76238 members Mstep: Class 2 contains 69330 members Entering Unmasked Estep Score: -25646264.000000 Penalty: 14563.288086 Iteration 2Q: 3 clusters Score -2.564626e+07 nChanged 5329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78173 members Mstep: Class 2 contains 67395 members Entering Unmasked Estep Score: -25647736.000000 Penalty: 14563.288086 Iteration 3Q: 3 clusters Score -2.564774e+07 nChanged 5332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80919 members Mstep: Class 2 contains 64649 members Entering Unmasked Estep Score: -25649508.000000 Penalty: 14563.288086 Iteration 4Q: 3 clusters Score -2.564951e+07 nChanged 5693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84852 members Mstep: Class 2 contains 60716 members Entering Unmasked Estep Score: -25651722.000000 Penalty: 14563.288086 Iteration 5Q: 3 clusters Score -2.565172e+07 nChanged 6564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90318 members Mstep: Class 2 contains 55250 members Entering Unmasked Estep Score: -25654938.000000 Penalty: 14563.288086 Iteration 6Q: 3 clusters Score -2.565494e+07 nChanged 7790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97520 members Mstep: Class 2 contains 48048 members Entering Unmasked Estep Score: -25659390.000000 Penalty: 14563.288086 Iteration 7F: 3 clusters Score -2.565939e+07 nChanged 9316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106570 members Mstep: Class 2 contains 38998 members Entering Unmasked Estep Score: -25665938.000000 Penalty: 14563.288086 Iteration 8F: 3 clusters Score -2.566594e+07 nChanged 10481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116949 members Mstep: Class 2 contains 28619 members Entering Unmasked Estep Score: -25674458.000000 Penalty: 14563.288086 Iteration 9F: 3 clusters Score -2.567446e+07 nChanged 10094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126987 members Mstep: Class 2 contains 18581 members Entering Unmasked Estep Score: -25683464.000000 Penalty: 14563.288086 Iteration 10F: 3 clusters Score -2.568346e+07 nChanged 7848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134815 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -25690866.000000 Penalty: 14563.288086 Iteration 11F: 3 clusters Score -2.569087e+07 nChanged 4918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139697 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -25695256.000000 Penalty: 14563.288086 Iteration 12Q: 3 clusters Score -2.569526e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142116 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -25697626.000000 Penalty: 14563.288086 Iteration 13Q: 3 clusters Score -2.569763e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143188 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -25698588.000000 Penalty: 14563.288086 Iteration 14Q: 3 clusters Score -2.569859e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143652 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -25699034.000000 Penalty: 14563.288086 Iteration 15Q: 3 clusters Score -2.569903e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143885 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -25699222.000000 Penalty: 14563.288086 Iteration 16Q: 3 clusters Score -2.569922e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144016 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -25699420.000000 Penalty: 14563.288086 Iteration 17Q: 3 clusters Score -2.569942e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144101 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -25699432.000000 Penalty: 14563.288086 Iteration 18Q: 3 clusters Score -2.569943e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144144 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -25699506.000000 Penalty: 14563.288086 Iteration 19Q: 3 clusters Score -2.569951e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144173 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -25699520.000000 Penalty: 14563.288086 Iteration 20F: 3 clusters Score -2.569952e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144187 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -25699536.000000 Penalty: 14563.288086 Iteration 21Q: 3 clusters Score -2.569954e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144207 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -25699532.000000 Penalty: 14563.288086 Iteration 22Q: 3 clusters Score -2.569953e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144215 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -25699566.000000 Penalty: 14563.288086 Iteration 23Q: 3 clusters Score -2.569957e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144226 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -25699588.000000 Penalty: 14563.288086 Iteration 24Q: 3 clusters Score -2.569959e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144234 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -25699588.000000 Penalty: 14563.288086 Iteration 25Q: 3 clusters Score -2.569959e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144244 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -25699598.000000 Penalty: 14563.288086 Iteration 26Q: 3 clusters Score -2.56996e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144247 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -25699608.000000 Penalty: 14563.288086 Iteration 27Q: 3 clusters Score -2.569961e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144255 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -25699632.000000 Penalty: 14563.288086 Iteration 28Q: 3 clusters Score -2.569963e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144255 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -25699616.000000 Penalty: 14563.288086 Iteration 29Q: 3 clusters Score -2.569962e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144256 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -25699614.000000 Penalty: 14563.288086 Iteration 30Q: 3 clusters Score -2.569961e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144259 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -25699618.000000 Penalty: 14563.288086 Iteration 31Q: 3 clusters Score -2.569962e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144260 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -25699618.000000 Penalty: 14563.288086 Iteration 32Q: 3 clusters Score -2.569962e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144259 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -25699624.000000 Penalty: 14563.288086 Iteration 33Q: 3 clusters Score -2.569962e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144262 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -25699636.000000 Penalty: 14563.288086 Iteration 34Q: 3 clusters Score -2.569964e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144264 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -25699640.000000 Penalty: 14563.288086 Iteration 35Q: 3 clusters Score -2.569964e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144267 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -25699664.000000 Penalty: 14563.288086 Iteration 36Q: 3 clusters Score -2.569966e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144271 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -25699690.000000 Penalty: 14563.288086 Iteration 37Q: 3 clusters Score -2.569969e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144271 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -25699686.000000 Penalty: 14563.288086 Iteration 38Q: 3 clusters Score -2.569969e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144271 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -25699686.000000 Penalty: 14563.288086 Iteration 39F: 3 clusters Score -2.569969e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Entering Unmasked Estep Score: -83351.328125 Penalty: 3971.839111 Iteration 0F: 2 clusters Score -83351.33 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 321 members Entering Unmasked Estep Score: -80222.070312 Penalty: 7943.678223 Iteration 0F: 3 clusters Score -80222.07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -81381.593750 Penalty: 7943.678223 Iteration 1F: 3 clusters Score -81381.59 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -82495.750000 Penalty: 7943.678223 Iteration 2F: 3 clusters Score -82495.75 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -83403.554688 Penalty: 7943.678223 Iteration 3F: 3 clusters Score -83403.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -83921.289062 Penalty: 7943.678223 Iteration 4Q: 3 clusters Score -83921.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -84493.375000 Penalty: 7943.678223 Iteration 5Q: 3 clusters Score -84493.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -84988.734375 Penalty: 7943.678223 Iteration 6Q: 3 clusters Score -84988.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85034.859375 Penalty: 7943.678223 Iteration 7Q: 3 clusters Score -85034.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -85055.976562 Penalty: 7943.678223 Iteration 8Q: 3 clusters Score -85055.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -85069.562500 Penalty: 7943.678223 Iteration 9Q: 3 clusters Score -85069.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -85120.476562 Penalty: 7943.678223 Iteration 10F: 3 clusters Score -85120.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85358.015625 Penalty: 7943.678223 Iteration 11Q: 3 clusters Score -85358.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -85402.039062 Penalty: 7943.678223 Iteration 12Q: 3 clusters Score -85402.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -85403.687500 Penalty: 7943.678223 Iteration 13F: 3 clusters Score -85403.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -85419.750000 Penalty: 7943.678223 Iteration 14Q: 3 clusters Score -85419.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -85453.578125 Penalty: 7943.678223 Iteration 15Q: 3 clusters Score -85453.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -85496.046875 Penalty: 7943.678223 Iteration 16Q: 3 clusters Score -85496.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -85513.429688 Penalty: 7943.678223 Iteration 17Q: 3 clusters Score -85513.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -85513.429688 Penalty: 7943.678223 Iteration 18F: 3 clusters Score -85513.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4220 members Mstep: Class 3 contains 618 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 46659 members Mstep: Class 6 contains 97623 members Mstep: Class 7 contains 6177 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 19034 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 9350 members Mstep: Class 12 contains 278 members Mstep: Class 13 contains 145568 members Mstep: Class 14 contains 197 members Mstep: Class 15 contains 6317 members Mstep: Class 16 contains 8387 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 23988 members Mstep: Class 19 contains 5781 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 8706 members Mstep: Class 22 contains 1260 members Mstep: Class 23 contains 458 members Entering Unmasked Estep Score: -70968456.000000 Penalty: 182006.765625 Splitting cluster 14 changes total score from -70970184.000000 to -70968456.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (6317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Entering Unmasked Estep Score: -1083938.750000 Penalty: 5359.987305 Iteration 0F: 2 clusters Score -1083939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1076033.375000 Penalty: 10719.974609 Iteration 0F: 3 clusters Score -1076033 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1077421.625000 Penalty: 10719.974609 Iteration 1F: 3 clusters Score -1077422 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1077791.000000 Penalty: 10719.974609 Iteration 2F: 3 clusters Score -1077791 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1077996.500000 Penalty: 10719.974609 Iteration 3Q: 3 clusters Score -1077996 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1078112.500000 Penalty: 10719.974609 Iteration 4Q: 3 clusters Score -1078112 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1078206.000000 Penalty: 10719.974609 Iteration 5Q: 3 clusters Score -1078206 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1078276.375000 Penalty: 10719.974609 Iteration 6Q: 3 clusters Score -1078276 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1078316.750000 Penalty: 10719.974609 Iteration 7Q: 3 clusters Score -1078317 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1078347.375000 Penalty: 10719.974609 Iteration 8Q: 3 clusters Score -1078347 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1078367.625000 Penalty: 10719.974609 Iteration 9Q: 3 clusters Score -1078368 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1078382.250000 Penalty: 10719.974609 Iteration 10Q: 3 clusters Score -1078382 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1078397.250000 Penalty: 10719.974609 Iteration 11Q: 3 clusters Score -1078397 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1078410.750000 Penalty: 10719.974609 Iteration 12Q: 3 clusters Score -1078411 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1078425.000000 Penalty: 10719.974609 Iteration 13Q: 3 clusters Score -1078425 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1078443.125000 Penalty: 10719.974609 Iteration 14Q: 3 clusters Score -1078443 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1078454.875000 Penalty: 10719.974609 Iteration 15Q: 3 clusters Score -1078455 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1078469.875000 Penalty: 10719.974609 Iteration 16Q: 3 clusters Score -1078470 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1078484.875000 Penalty: 10719.974609 Iteration 17Q: 3 clusters Score -1078485 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1078492.875000 Penalty: 10719.974609 Iteration 18Q: 3 clusters Score -1078493 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1078499.875000 Penalty: 10719.974609 Iteration 19Q: 3 clusters Score -1078500 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1078502.625000 Penalty: 10719.974609 Iteration 20F: 3 clusters Score -1078503 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1078512.625000 Penalty: 10719.974609 Iteration 21Q: 3 clusters Score -1078513 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1078515.500000 Penalty: 10719.974609 Iteration 22Q: 3 clusters Score -1078516 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1078520.875000 Penalty: 10719.974609 Iteration 23Q: 3 clusters Score -1078521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1078525.250000 Penalty: 10719.974609 Iteration 24Q: 3 clusters Score -1078525 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1078529.875000 Penalty: 10719.974609 Iteration 25Q: 3 clusters Score -1078530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1078532.500000 Penalty: 10719.974609 Iteration 26Q: 3 clusters Score -1078532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1078536.875000 Penalty: 10719.974609 Iteration 27Q: 3 clusters Score -1078537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1078540.125000 Penalty: 10719.974609 Iteration 28Q: 3 clusters Score -1078540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1078546.000000 Penalty: 10719.974609 Iteration 29Q: 3 clusters Score -1078546 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1078547.125000 Penalty: 10719.974609 Iteration 30Q: 3 clusters Score -1078547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1078548.125000 Penalty: 10719.974609 Iteration 31Q: 3 clusters Score -1078548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1078551.500000 Penalty: 10719.974609 Iteration 32Q: 3 clusters Score -1078552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1078555.375000 Penalty: 10719.974609 Iteration 33Q: 3 clusters Score -1078555 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1078559.000000 Penalty: 10719.974609 Iteration 34Q: 3 clusters Score -1078559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1078560.625000 Penalty: 10719.974609 Iteration 35Q: 3 clusters Score -1078561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1078563.750000 Penalty: 10719.974609 Iteration 36Q: 3 clusters Score -1078564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1078563.500000 Penalty: 10719.974609 Iteration 37Q: 3 clusters Score -1078564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1078564.250000 Penalty: 10719.974609 Iteration 38Q: 3 clusters Score -1078564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1078568.250000 Penalty: 10719.974609 Iteration 39Q: 3 clusters Score -1078568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1078567.000000 Penalty: 10719.974609 Iteration 40F: 3 clusters Score -1078567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1078568.000000 Penalty: 10719.974609 Iteration 41Q: 3 clusters Score -1078568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1078568.000000 Penalty: 10719.974609 Iteration 42F: 3 clusters Score -1078568 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Entering Unmasked Estep Score: -1484901.375000 Penalty: 5533.593262 Iteration 0F: 2 clusters Score -1484901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1475639.250000 Penalty: 11067.186523 Iteration 0F: 3 clusters Score -1475639 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1477434.875000 Penalty: 11067.186523 Iteration 1F: 3 clusters Score -1477435 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1477805.500000 Penalty: 11067.186523 Iteration 2F: 3 clusters Score -1477806 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1478017.375000 Penalty: 11067.186523 Iteration 3Q: 3 clusters Score -1478017 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1478138.500000 Penalty: 11067.186523 Iteration 4Q: 3 clusters Score -1478138 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1478225.250000 Penalty: 11067.186523 Iteration 5Q: 3 clusters Score -1478225 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1478289.500000 Penalty: 11067.186523 Iteration 6Q: 3 clusters Score -1478290 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1478344.125000 Penalty: 11067.186523 Iteration 7Q: 3 clusters Score -1478344 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1478388.625000 Penalty: 11067.186523 Iteration 8Q: 3 clusters Score -1478389 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1478419.250000 Penalty: 11067.186523 Iteration 9Q: 3 clusters Score -1478419 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1478449.375000 Penalty: 11067.186523 Iteration 10Q: 3 clusters Score -1478449 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1478473.875000 Penalty: 11067.186523 Iteration 11Q: 3 clusters Score -1478474 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1478494.625000 Penalty: 11067.186523 Iteration 12Q: 3 clusters Score -1478495 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1478510.750000 Penalty: 11067.186523 Iteration 13Q: 3 clusters Score -1478511 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -1478521.625000 Penalty: 11067.186523 Iteration 14Q: 3 clusters Score -1478522 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1478538.875000 Penalty: 11067.186523 Iteration 15Q: 3 clusters Score -1478539 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1478558.125000 Penalty: 11067.186523 Iteration 16Q: 3 clusters Score -1478558 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1478566.875000 Penalty: 11067.186523 Iteration 17Q: 3 clusters Score -1478567 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1478573.750000 Penalty: 11067.186523 Iteration 18Q: 3 clusters Score -1478574 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1478590.375000 Penalty: 11067.186523 Iteration 19Q: 3 clusters Score -1478590 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1478597.750000 Penalty: 11067.186523 Iteration 20F: 3 clusters Score -1478598 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1478609.625000 Penalty: 11067.186523 Iteration 21Q: 3 clusters Score -1478610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1478611.625000 Penalty: 11067.186523 Iteration 22Q: 3 clusters Score -1478612 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1478618.375000 Penalty: 11067.186523 Iteration 23Q: 3 clusters Score -1478618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1478626.875000 Penalty: 11067.186523 Iteration 24Q: 3 clusters Score -1478627 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1478635.125000 Penalty: 11067.186523 Iteration 25Q: 3 clusters Score -1478635 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1478649.500000 Penalty: 11067.186523 Iteration 26Q: 3 clusters Score -1478650 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1478666.625000 Penalty: 11067.186523 Iteration 27Q: 3 clusters Score -1478667 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1478679.125000 Penalty: 11067.186523 Iteration 28Q: 3 clusters Score -1478679 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1478687.625000 Penalty: 11067.186523 Iteration 29Q: 3 clusters Score -1478688 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1478701.500000 Penalty: 11067.186523 Iteration 30Q: 3 clusters Score -1478702 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1478714.875000 Penalty: 11067.186523 Iteration 31Q: 3 clusters Score -1478715 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1478722.750000 Penalty: 11067.186523 Iteration 32Q: 3 clusters Score -1478723 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1478735.250000 Penalty: 11067.186523 Iteration 33Q: 3 clusters Score -1478735 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1478735.750000 Penalty: 11067.186523 Iteration 34Q: 3 clusters Score -1478736 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1478740.000000 Penalty: 11067.186523 Iteration 35Q: 3 clusters Score -1478740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1478746.875000 Penalty: 11067.186523 Iteration 36Q: 3 clusters Score -1478747 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1478754.500000 Penalty: 11067.186523 Iteration 37Q: 3 clusters Score -1478754 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1478763.000000 Penalty: 11067.186523 Iteration 38Q: 3 clusters Score -1478763 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1478767.000000 Penalty: 11067.186523 Iteration 39Q: 3 clusters Score -1478767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1478769.375000 Penalty: 11067.186523 Iteration 40F: 3 clusters Score -1478769 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1478770.375000 Penalty: 11067.186523 Iteration 41Q: 3 clusters Score -1478770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1478775.500000 Penalty: 11067.186523 Iteration 42Q: 3 clusters Score -1478776 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1478778.750000 Penalty: 11067.186523 Iteration 43Q: 3 clusters Score -1478779 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1478787.250000 Penalty: 11067.186523 Iteration 44Q: 3 clusters Score -1478787 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1478793.000000 Penalty: 11067.186523 Iteration 45Q: 3 clusters Score -1478793 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1478795.250000 Penalty: 11067.186523 Iteration 46Q: 3 clusters Score -1478795 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1478797.125000 Penalty: 11067.186523 Iteration 47Q: 3 clusters Score -1478797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1478797.125000 Penalty: 11067.186523 Iteration 48F: 3 clusters Score -1478797 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Entering Unmasked Estep Score: -161009.703125 Penalty: 4234.054688 Iteration 0F: 2 clusters Score -161009.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -156909.515625 Penalty: 8468.109375 Iteration 0F: 3 clusters Score -156909.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -157266.937500 Penalty: 8468.109375 Iteration 1F: 3 clusters Score -157266.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -157412.500000 Penalty: 8468.109375 Iteration 2Q: 3 clusters Score -157412.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -157477.625000 Penalty: 8468.109375 Iteration 3Q: 3 clusters Score -157477.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -157502.625000 Penalty: 8468.109375 Iteration 4Q: 3 clusters Score -157502.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -157519.171875 Penalty: 8468.109375 Iteration 5Q: 3 clusters Score -157519.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -157520.390625 Penalty: 8468.109375 Iteration 6Q: 3 clusters Score -157520.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -157520.390625 Penalty: 8468.109375 Iteration 7F: 3 clusters Score -157520.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (23988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23988 members Entering Unmasked Estep Score: -4146334.500000 Penalty: 6177.251953 Iteration 0F: 2 clusters Score -4146334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -4127427.000000 Penalty: 12354.503906 Iteration 0F: 3 clusters Score -4127427 nChanged 9940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -4133204.500000 Penalty: 12354.503906 Iteration 1F: 3 clusters Score -4133204 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -4134758.000000 Penalty: 12354.503906 Iteration 2F: 3 clusters Score -4134758 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -4136243.750000 Penalty: 12354.503906 Iteration 3F: 3 clusters Score -4136244 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 13639 members Entering Unmasked Estep Score: -4137675.250000 Penalty: 12354.503906 Iteration 4F: 3 clusters Score -4137675 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 14810 members Entering Unmasked Estep Score: -4139058.250000 Penalty: 12354.503906 Iteration 5F: 3 clusters Score -4139058 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 16092 members Entering Unmasked Estep Score: -4140423.250000 Penalty: 12354.503906 Iteration 6F: 3 clusters Score -4140423 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 17271 members Entering Unmasked Estep Score: -4141569.000000 Penalty: 12354.503906 Iteration 7F: 3 clusters Score -4141569 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -4142331.750000 Penalty: 12354.503906 Iteration 8Q: 3 clusters Score -4142332 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 18939 members Entering Unmasked Estep Score: -4142857.000000 Penalty: 12354.503906 Iteration 9Q: 3 clusters Score -4142857 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 19494 members Entering Unmasked Estep Score: -4143228.250000 Penalty: 12354.503906 Iteration 10Q: 3 clusters Score -4143228 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 19947 members Entering Unmasked Estep Score: -4143539.500000 Penalty: 12354.503906 Iteration 11Q: 3 clusters Score -4143540 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 20303 members Entering Unmasked Estep Score: -4143765.500000 Penalty: 12354.503906 Iteration 12Q: 3 clusters Score -4143766 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 20618 members Entering Unmasked Estep Score: -4143953.000000 Penalty: 12354.503906 Iteration 13Q: 3 clusters Score -4143953 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 20854 members Entering Unmasked Estep Score: -4144057.250000 Penalty: 12354.503906 Iteration 14Q: 3 clusters Score -4144057 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 21042 members Entering Unmasked Estep Score: -4144160.250000 Penalty: 12354.503906 Iteration 15Q: 3 clusters Score -4144160 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 21189 members Entering Unmasked Estep Score: -4144219.500000 Penalty: 12354.503906 Iteration 16Q: 3 clusters Score -4144220 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 21281 members Entering Unmasked Estep Score: -4144262.250000 Penalty: 12354.503906 Iteration 17Q: 3 clusters Score -4144262 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 21349 members Entering Unmasked Estep Score: -4144285.000000 Penalty: 12354.503906 Iteration 18Q: 3 clusters Score -4144285 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 21406 members Entering Unmasked Estep Score: -4144311.750000 Penalty: 12354.503906 Iteration 19Q: 3 clusters Score -4144312 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 21451 members Entering Unmasked Estep Score: -4144335.250000 Penalty: 12354.503906 Iteration 20F: 3 clusters Score -4144335 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 21495 members Entering Unmasked Estep Score: -4144354.500000 Penalty: 12354.503906 Iteration 21Q: 3 clusters Score -4144354 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -4144379.500000 Penalty: 12354.503906 Iteration 22Q: 3 clusters Score -4144380 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 21569 members Entering Unmasked Estep Score: -4144391.750000 Penalty: 12354.503906 Iteration 23Q: 3 clusters Score -4144392 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 21594 members Entering Unmasked Estep Score: -4144398.000000 Penalty: 12354.503906 Iteration 24Q: 3 clusters Score -4144398 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 21621 members Entering Unmasked Estep Score: -4144413.750000 Penalty: 12354.503906 Iteration 25Q: 3 clusters Score -4144414 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 21649 members Entering Unmasked Estep Score: -4144421.000000 Penalty: 12354.503906 Iteration 26Q: 3 clusters Score -4144421 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 21665 members Entering Unmasked Estep Score: -4144433.250000 Penalty: 12354.503906 Iteration 27Q: 3 clusters Score -4144433 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -4144434.750000 Penalty: 12354.503906 Iteration 28Q: 3 clusters Score -4144435 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 21686 members Entering Unmasked Estep Score: -4144448.000000 Penalty: 12354.503906 Iteration 29Q: 3 clusters Score -4144448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 21693 members Entering Unmasked Estep Score: -4144453.500000 Penalty: 12354.503906 Iteration 30Q: 3 clusters Score -4144454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 21702 members Entering Unmasked Estep Score: -4144445.500000 Penalty: 12354.503906 Iteration 31Q: 3 clusters Score -4144446 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 21717 members Entering Unmasked Estep Score: -4144460.250000 Penalty: 12354.503906 Iteration 32Q: 3 clusters Score -4144460 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 21739 members Entering Unmasked Estep Score: -4144479.500000 Penalty: 12354.503906 Iteration 33Q: 3 clusters Score -4144480 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -4144481.250000 Penalty: 12354.503906 Iteration 34Q: 3 clusters Score -4144481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -4144486.000000 Penalty: 12354.503906 Iteration 35Q: 3 clusters Score -4144486 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 21772 members Entering Unmasked Estep Score: -4144484.500000 Penalty: 12354.503906 Iteration 36Q: 3 clusters Score -4144484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 21784 members Entering Unmasked Estep Score: -4144489.750000 Penalty: 12354.503906 Iteration 37Q: 3 clusters Score -4144490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -4144488.000000 Penalty: 12354.503906 Iteration 38Q: 3 clusters Score -4144488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 21793 members Entering Unmasked Estep Score: -4144486.500000 Penalty: 12354.503906 Iteration 39Q: 3 clusters Score -4144486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -4144498.000000 Penalty: 12354.503906 Iteration 40F: 3 clusters Score -4144498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 21801 members Entering Unmasked Estep Score: -4144496.000000 Penalty: 12354.503906 Iteration 41Q: 3 clusters Score -4144496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 21804 members Entering Unmasked Estep Score: -4144496.000000 Penalty: 12354.503906 Iteration 42Q: 3 clusters Score -4144496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 21805 members Entering Unmasked Estep Score: -4144497.000000 Penalty: 12354.503906 Iteration 43Q: 3 clusters Score -4144497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 21807 members Entering Unmasked Estep Score: -4144496.250000 Penalty: 12354.503906 Iteration 44Q: 3 clusters Score -4144496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 21808 members Entering Unmasked Estep Score: -4144498.500000 Penalty: 12354.503906 Iteration 45Q: 3 clusters Score -4144498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -4144496.750000 Penalty: 12354.503906 Iteration 46Q: 3 clusters Score -4144497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -4144496.750000 Penalty: 12354.503906 Iteration 47F: 3 clusters Score -4144497 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Entering Unmasked Estep Score: -969951.250000 Penalty: 5305.678223 Iteration 0F: 2 clusters Score -969951.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -962352.062500 Penalty: 10611.356445 Iteration 0F: 3 clusters Score -962352.1 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -963688.750000 Penalty: 10611.356445 Iteration 1F: 3 clusters Score -963688.8 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -964083.937500 Penalty: 10611.356445 Iteration 2F: 3 clusters Score -964083.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -964322.375000 Penalty: 10611.356445 Iteration 3Q: 3 clusters Score -964322.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -964488.625000 Penalty: 10611.356445 Iteration 4Q: 3 clusters Score -964488.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -964620.875000 Penalty: 10611.356445 Iteration 5Q: 3 clusters Score -964620.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -964757.250000 Penalty: 10611.356445 Iteration 6Q: 3 clusters Score -964757.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -964964.312500 Penalty: 10611.356445 Iteration 7Q: 3 clusters Score -964964.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -965235.312500 Penalty: 10611.356445 Iteration 8Q: 3 clusters Score -965235.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -965593.750000 Penalty: 10611.356445 Iteration 9Q: 3 clusters Score -965593.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -965838.812500 Penalty: 10611.356445 Iteration 10Q: 3 clusters Score -965838.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -966054.500000 Penalty: 10611.356445 Iteration 11Q: 3 clusters Score -966054.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -966220.250000 Penalty: 10611.356445 Iteration 12Q: 3 clusters Score -966220.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -966362.500000 Penalty: 10611.356445 Iteration 13Q: 3 clusters Score -966362.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -966478.062500 Penalty: 10611.356445 Iteration 14Q: 3 clusters Score -966478.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -966577.625000 Penalty: 10611.356445 Iteration 15Q: 3 clusters Score -966577.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -966653.937500 Penalty: 10611.356445 Iteration 16Q: 3 clusters Score -966653.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -966730.687500 Penalty: 10611.356445 Iteration 17Q: 3 clusters Score -966730.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -966808.562500 Penalty: 10611.356445 Iteration 18Q: 3 clusters Score -966808.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -966861.250000 Penalty: 10611.356445 Iteration 19Q: 3 clusters Score -966861.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -966900.812500 Penalty: 10611.356445 Iteration 20F: 3 clusters Score -966900.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -966935.750000 Penalty: 10611.356445 Iteration 21Q: 3 clusters Score -966935.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -966968.875000 Penalty: 10611.356445 Iteration 22Q: 3 clusters Score -966968.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -966991.375000 Penalty: 10611.356445 Iteration 23Q: 3 clusters Score -966991.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -967002.687500 Penalty: 10611.356445 Iteration 24Q: 3 clusters Score -967002.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -967013.125000 Penalty: 10611.356445 Iteration 25Q: 3 clusters Score -967013.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -967023.125000 Penalty: 10611.356445 Iteration 26Q: 3 clusters Score -967023.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -967032.687500 Penalty: 10611.356445 Iteration 27Q: 3 clusters Score -967032.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -967041.375000 Penalty: 10611.356445 Iteration 28Q: 3 clusters Score -967041.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -967044.312500 Penalty: 10611.356445 Iteration 29Q: 3 clusters Score -967044.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -967048.750000 Penalty: 10611.356445 Iteration 30Q: 3 clusters Score -967048.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -967050.312500 Penalty: 10611.356445 Iteration 31Q: 3 clusters Score -967050.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -967057.000000 Penalty: 10611.356445 Iteration 32Q: 3 clusters Score -967057 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -967061.062500 Penalty: 10611.356445 Iteration 33Q: 3 clusters Score -967061.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -967067.750000 Penalty: 10611.356445 Iteration 34Q: 3 clusters Score -967067.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -967074.437500 Penalty: 10611.356445 Iteration 35Q: 3 clusters Score -967074.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -967084.562500 Penalty: 10611.356445 Iteration 36Q: 3 clusters Score -967084.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -967093.375000 Penalty: 10611.356445 Iteration 37Q: 3 clusters Score -967093.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -967097.125000 Penalty: 10611.356445 Iteration 38Q: 3 clusters Score -967097.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -967102.687500 Penalty: 10611.356445 Iteration 39Q: 3 clusters Score -967102.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -967109.312500 Penalty: 10611.356445 Iteration 40F: 3 clusters Score -967109.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -967116.937500 Penalty: 10611.356445 Iteration 41Q: 3 clusters Score -967116.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -967121.187500 Penalty: 10611.356445 Iteration 42Q: 3 clusters Score -967121.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -967127.500000 Penalty: 10611.356445 Iteration 43Q: 3 clusters Score -967127.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -967133.687500 Penalty: 10611.356445 Iteration 44Q: 3 clusters Score -967133.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -967141.187500 Penalty: 10611.356445 Iteration 45Q: 3 clusters Score -967141.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -967151.187500 Penalty: 10611.356445 Iteration 46Q: 3 clusters Score -967151.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -967162.500000 Penalty: 10611.356445 Iteration 47Q: 3 clusters Score -967162.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -967171.000000 Penalty: 10611.356445 Iteration 48Q: 3 clusters Score -967171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -967176.312500 Penalty: 10611.356445 Iteration 49Q: 3 clusters Score -967176.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -967178.812500 Penalty: 10611.356445 Iteration 50Q: 3 clusters Score -967178.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -967185.437500 Penalty: 10611.356445 Iteration 51Q: 3 clusters Score -967185.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -967194.125000 Penalty: 10611.356445 Iteration 52Q: 3 clusters Score -967194.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -967196.000000 Penalty: 10611.356445 Iteration 53Q: 3 clusters Score -967196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -967198.437500 Penalty: 10611.356445 Iteration 54Q: 3 clusters Score -967198.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -967202.437500 Penalty: 10611.356445 Iteration 55Q: 3 clusters Score -967202.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -967206.562500 Penalty: 10611.356445 Iteration 56Q: 3 clusters Score -967206.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -967206.625000 Penalty: 10611.356445 Iteration 57Q: 3 clusters Score -967206.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -967206.625000 Penalty: 10611.356445 Iteration 58F: 3 clusters Score -967206.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -75402.140625 Penalty: 3791.568115 Iteration 0F: 2 clusters Score -75402.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -72046.257812 Penalty: 7583.136230 Iteration 0F: 3 clusters Score -72046.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -72284.109375 Penalty: 7583.136230 Iteration 1F: 3 clusters Score -72284.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -72391.984375 Penalty: 7583.136230 Iteration 2Q: 3 clusters Score -72391.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -72415.023438 Penalty: 7583.136230 Iteration 3Q: 3 clusters Score -72415.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -72434.476562 Penalty: 7583.136230 Iteration 4Q: 3 clusters Score -72434.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -72434.476562 Penalty: 7583.136230 Iteration 5F: 3 clusters Score -72434.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Entering Unmasked Estep Score: -1531915.125000 Penalty: 5556.458008 Iteration 0F: 2 clusters Score -1531915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1522534.625000 Penalty: 11112.916016 Iteration 0F: 3 clusters Score -1522535 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1524391.000000 Penalty: 11112.916016 Iteration 1F: 3 clusters Score -1524391 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1524794.000000 Penalty: 11112.916016 Iteration 2F: 3 clusters Score -1524794 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1525021.625000 Penalty: 11112.916016 Iteration 3Q: 3 clusters Score -1525022 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1525172.875000 Penalty: 11112.916016 Iteration 4Q: 3 clusters Score -1525173 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1525279.500000 Penalty: 11112.916016 Iteration 5Q: 3 clusters Score -1525280 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1525367.375000 Penalty: 11112.916016 Iteration 6Q: 3 clusters Score -1525367 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1525450.250000 Penalty: 11112.916016 Iteration 7Q: 3 clusters Score -1525450 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1525511.625000 Penalty: 11112.916016 Iteration 8Q: 3 clusters Score -1525512 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1525558.500000 Penalty: 11112.916016 Iteration 9Q: 3 clusters Score -1525558 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1525599.250000 Penalty: 11112.916016 Iteration 10Q: 3 clusters Score -1525599 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1525644.875000 Penalty: 11112.916016 Iteration 11Q: 3 clusters Score -1525645 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1525677.250000 Penalty: 11112.916016 Iteration 12Q: 3 clusters Score -1525677 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1525706.375000 Penalty: 11112.916016 Iteration 13Q: 3 clusters Score -1525706 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1525750.875000 Penalty: 11112.916016 Iteration 14Q: 3 clusters Score -1525751 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1525786.125000 Penalty: 11112.916016 Iteration 15Q: 3 clusters Score -1525786 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1525818.625000 Penalty: 11112.916016 Iteration 16Q: 3 clusters Score -1525819 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1525852.000000 Penalty: 11112.916016 Iteration 17Q: 3 clusters Score -1525852 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1525886.625000 Penalty: 11112.916016 Iteration 18Q: 3 clusters Score -1525887 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1525926.250000 Penalty: 11112.916016 Iteration 19Q: 3 clusters Score -1525926 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1525956.875000 Penalty: 11112.916016 Iteration 20F: 3 clusters Score -1525957 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1525987.125000 Penalty: 11112.916016 Iteration 21Q: 3 clusters Score -1525987 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1526028.000000 Penalty: 11112.916016 Iteration 22Q: 3 clusters Score -1526028 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1526057.875000 Penalty: 11112.916016 Iteration 23Q: 3 clusters Score -1526058 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1526100.875000 Penalty: 11112.916016 Iteration 24Q: 3 clusters Score -1526101 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1526131.500000 Penalty: 11112.916016 Iteration 25Q: 3 clusters Score -1526132 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1526173.375000 Penalty: 11112.916016 Iteration 26Q: 3 clusters Score -1526173 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -1526210.875000 Penalty: 11112.916016 Iteration 27Q: 3 clusters Score -1526211 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1526249.875000 Penalty: 11112.916016 Iteration 28Q: 3 clusters Score -1526250 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1526284.000000 Penalty: 11112.916016 Iteration 29Q: 3 clusters Score -1526284 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1526325.375000 Penalty: 11112.916016 Iteration 30Q: 3 clusters Score -1526325 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1526367.750000 Penalty: 11112.916016 Iteration 31Q: 3 clusters Score -1526368 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1526406.875000 Penalty: 11112.916016 Iteration 32Q: 3 clusters Score -1526407 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1526441.875000 Penalty: 11112.916016 Iteration 33Q: 3 clusters Score -1526442 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1526473.000000 Penalty: 11112.916016 Iteration 34Q: 3 clusters Score -1526473 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1526502.000000 Penalty: 11112.916016 Iteration 35Q: 3 clusters Score -1526502 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1526526.500000 Penalty: 11112.916016 Iteration 36Q: 3 clusters Score -1526526 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1526551.625000 Penalty: 11112.916016 Iteration 37Q: 3 clusters Score -1526552 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1526572.250000 Penalty: 11112.916016 Iteration 38Q: 3 clusters Score -1526572 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1526587.875000 Penalty: 11112.916016 Iteration 39Q: 3 clusters Score -1526588 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1526611.875000 Penalty: 11112.916016 Iteration 40F: 3 clusters Score -1526612 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1526626.125000 Penalty: 11112.916016 Iteration 41Q: 3 clusters Score -1526626 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1526641.250000 Penalty: 11112.916016 Iteration 42Q: 3 clusters Score -1526641 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1526657.125000 Penalty: 11112.916016 Iteration 43Q: 3 clusters Score -1526657 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1526672.500000 Penalty: 11112.916016 Iteration 44Q: 3 clusters Score -1526672 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1526683.750000 Penalty: 11112.916016 Iteration 45Q: 3 clusters Score -1526684 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1526697.500000 Penalty: 11112.916016 Iteration 46Q: 3 clusters Score -1526698 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1526709.625000 Penalty: 11112.916016 Iteration 47Q: 3 clusters Score -1526710 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1526725.250000 Penalty: 11112.916016 Iteration 48Q: 3 clusters Score -1526725 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1526740.875000 Penalty: 11112.916016 Iteration 49Q: 3 clusters Score -1526741 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1526756.250000 Penalty: 11112.916016 Iteration 50Q: 3 clusters Score -1526756 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1526769.250000 Penalty: 11112.916016 Iteration 51Q: 3 clusters Score -1526769 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1526776.375000 Penalty: 11112.916016 Iteration 52Q: 3 clusters Score -1526776 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1526792.375000 Penalty: 11112.916016 Iteration 53Q: 3 clusters Score -1526792 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1526802.250000 Penalty: 11112.916016 Iteration 54Q: 3 clusters Score -1526802 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1526811.750000 Penalty: 11112.916016 Iteration 55Q: 3 clusters Score -1526812 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -1526814.625000 Penalty: 11112.916016 Iteration 56Q: 3 clusters Score -1526815 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1526822.125000 Penalty: 11112.916016 Iteration 57Q: 3 clusters Score -1526822 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1526830.750000 Penalty: 11112.916016 Iteration 58Q: 3 clusters Score -1526831 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1526839.000000 Penalty: 11112.916016 Iteration 59Q: 3 clusters Score -1526839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1526838.750000 Penalty: 11112.916016 Iteration 60F: 3 clusters Score -1526839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1526837.250000 Penalty: 11112.916016 Iteration 61Q: 3 clusters Score -1526837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1526836.875000 Penalty: 11112.916016 Iteration 62Q: 3 clusters Score -1526837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1526838.500000 Penalty: 11112.916016 Iteration 63Q: 3 clusters Score -1526838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1526836.875000 Penalty: 11112.916016 Iteration 64Q: 3 clusters Score -1526837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1526840.250000 Penalty: 11112.916016 Iteration 65Q: 3 clusters Score -1526840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1526841.375000 Penalty: 11112.916016 Iteration 66Q: 3 clusters Score -1526841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1526842.375000 Penalty: 11112.916016 Iteration 67Q: 3 clusters Score -1526842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1526843.375000 Penalty: 11112.916016 Iteration 68Q: 3 clusters Score -1526843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1526841.875000 Penalty: 11112.916016 Iteration 69Q: 3 clusters Score -1526842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1526841.875000 Penalty: 11112.916016 Iteration 70F: 3 clusters Score -1526842 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Entering Unmasked Estep Score: -194897.750000 Penalty: 4372.556152 Iteration 0F: 2 clusters Score -194897.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -190490.718750 Penalty: 8745.112305 Iteration 0F: 3 clusters Score -190490.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -190889.453125 Penalty: 8745.112305 Iteration 1F: 3 clusters Score -190889.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -191047.203125 Penalty: 8745.112305 Iteration 2Q: 3 clusters Score -191047.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -191146.703125 Penalty: 8745.112305 Iteration 3Q: 3 clusters Score -191146.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -191204.843750 Penalty: 8745.112305 Iteration 4Q: 3 clusters Score -191204.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -191275.281250 Penalty: 8745.112305 Iteration 5Q: 3 clusters Score -191275.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -191349.328125 Penalty: 8745.112305 Iteration 6Q: 3 clusters Score -191349.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -191447.890625 Penalty: 8745.112305 Iteration 7Q: 3 clusters Score -191447.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -191651.156250 Penalty: 8745.112305 Iteration 8Q: 3 clusters Score -191651.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -192062.484375 Penalty: 8745.112305 Iteration 9Q: 3 clusters Score -192062.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -192498.375000 Penalty: 8745.112305 Iteration 10Q: 3 clusters Score -192498.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -193022.671875 Penalty: 8745.112305 Iteration 11F: 3 clusters Score -193022.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -193276.859375 Penalty: 8745.112305 Iteration 12Q: 3 clusters Score -193276.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -193463.375000 Penalty: 8745.112305 Iteration 13Q: 3 clusters Score -193463.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -193608.734375 Penalty: 8745.112305 Iteration 14Q: 3 clusters Score -193608.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -193746.984375 Penalty: 8745.112305 Iteration 15Q: 3 clusters Score -193747 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -193862.187500 Penalty: 8745.112305 Iteration 16Q: 3 clusters Score -193862.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -193986.671875 Penalty: 8745.112305 Iteration 17Q: 3 clusters Score -193986.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -194052.343750 Penalty: 8745.112305 Iteration 18Q: 3 clusters Score -194052.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -194088.546875 Penalty: 8745.112305 Iteration 19Q: 3 clusters Score -194088.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -194121.406250 Penalty: 8745.112305 Iteration 20F: 3 clusters Score -194121.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -194135.062500 Penalty: 8745.112305 Iteration 21Q: 3 clusters Score -194135.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -194145.187500 Penalty: 8745.112305 Iteration 22Q: 3 clusters Score -194145.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -194145.187500 Penalty: 8745.112305 Iteration 23F: 3 clusters Score -194145.2 nChanged 0 --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -213051088.000000 Penalty: 188897.234375 20->23 Clusters: Score -213051088.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20354 members Mstep: Class 2 contains 20324 members Mstep: Class 3 contains 20478 members Mstep: Class 4 contains 20371 members Mstep: Class 5 contains 20680 members Mstep: Class 6 contains 20262 members Mstep: Class 7 contains 20364 members Mstep: Class 8 contains 20604 members Mstep: Class 9 contains 20693 members Mstep: Class 10 contains 20310 members Mstep: Class 11 contains 20416 members Mstep: Class 12 contains 20543 members Mstep: Class 13 contains 20404 members Mstep: Class 14 contains 20330 members Mstep: Class 15 contains 20456 members Mstep: Class 16 contains 20344 members Mstep: Class 17 contains 20456 members Mstep: Class 18 contains 20186 members Mstep: Class 19 contains 20376 members Mstep: Class 20 contains 20340 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 250.360382 but Gain 7913.328125 Score: -66195608.000000 Penalty: 150353.421875 Iteration 0F: 20 clusters Score -6.619561e+07 nChanged 382950 Entering Unmasked Mstep Mstep: Class 0 contains 2782 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 38927 members Mstep: Class 3 contains 17106 members Mstep: Class 4 contains 7837 members Mstep: Class 6 contains 14325 members Mstep: Class 7 contains 43605 members Mstep: Class 8 contains 19284 members Mstep: Class 9 contains 5063 members Mstep: Class 10 contains 9932 members Mstep: Class 11 contains 6133 members Mstep: Class 12 contains 101830 members Mstep: Class 13 contains 21362 members Mstep: Class 14 contains 4792 members Mstep: Class 15 contains 6903 members Mstep: Class 16 contains 7436 members Mstep: Class 17 contains 16055 members Mstep: Class 18 contains 3134 members Mstep: Class 19 contains 40464 members Mstep: Class 20 contains 31253 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 2957.452637 but Gain 7913.343750 Score: -69318008.000000 Penalty: 142440.078125 Iteration 1F: 19 clusters Score -6.931801e+07 nChanged 167468 Entering Unmasked Mstep Mstep: Class 0 contains 1206 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 37579 members Mstep: Class 3 contains 13001 members Mstep: Class 4 contains 3635 members Mstep: Class 6 contains 6731 members Mstep: Class 7 contains 40765 members Mstep: Class 8 contains 16236 members Mstep: Class 9 contains 1150 members Mstep: Class 10 contains 5432 members Mstep: Class 11 contains 7158 members Mstep: Class 12 contains 154372 members Mstep: Class 13 contains 16873 members Mstep: Class 14 contains 1376 members Mstep: Class 16 contains 6136 members Mstep: Class 17 contains 12552 members Mstep: Class 18 contains 2545 members Mstep: Class 19 contains 41940 members Mstep: Class 20 contains 33153 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 4491.780762 but Gain 7913.343750 Score: -70079480.000000 Penalty: 134526.734375 Iteration 2F: 18 clusters Score -7.007948e+07 nChanged 126940 Entering Unmasked Mstep Mstep: Class 0 contains 576 members Mstep: Class 2 contains 35835 members Mstep: Class 3 contains 7427 members Mstep: Class 4 contains 4721 members Mstep: Class 6 contains 3477 members Mstep: Class 7 contains 34695 members Mstep: Class 8 contains 9591 members Mstep: Class 9 contains 1065 members Mstep: Class 10 contains 3748 members Mstep: Class 11 contains 12573 members Mstep: Class 12 contains 190601 members Mstep: Class 13 contains 9498 members Mstep: Class 14 contains 1456 members Mstep: Class 16 contains 5907 members Mstep: Class 17 contains 13099 members Mstep: Class 18 contains 2615 members Mstep: Class 19 contains 47011 members Mstep: Class 20 contains 24396 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 4802.029785 but Gain 7913.328125 Score: -70510504.000000 Penalty: 126613.406250 Iteration 3F: 17 clusters Score -7.05105e+07 nChanged 76207 Entering Unmasked Mstep Mstep: Class 0 contains 190 members Mstep: Class 2 contains 35231 members Mstep: Class 3 contains 4247 members Mstep: Class 4 contains 4330 members Mstep: Class 6 contains 2454 members Mstep: Class 7 contains 40281 members Mstep: Class 9 contains 1242 members Mstep: Class 10 contains 3211 members Mstep: Class 11 contains 14864 members Mstep: Class 12 contains 189664 members Mstep: Class 13 contains 5495 members Mstep: Class 14 contains 1444 members Mstep: Class 16 contains 5678 members Mstep: Class 17 contains 11426 members Mstep: Class 18 contains 2641 members Mstep: Class 19 contains 62862 members Mstep: Class 20 contains 23031 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 5626.088867 but Gain 7913.343750 Score: -70648272.000000 Penalty: 118700.062500 Iteration 4F: 16 clusters Score -7.064827e+07 nChanged 49377 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 2 contains 30949 members Mstep: Class 3 contains 3163 members Mstep: Class 4 contains 3736 members Mstep: Class 6 contains 3110 members Mstep: Class 7 contains 43927 members Mstep: Class 9 contains 1221 members Mstep: Class 10 contains 3609 members Mstep: Class 11 contains 14369 members Mstep: Class 12 contains 175819 members Mstep: Class 14 contains 1439 members Mstep: Class 16 contains 4738 members Mstep: Class 17 contains 11303 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 81642 members Mstep: Class 20 contains 26460 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 6369.299316 but Gain 7913.335938 Score: -70712488.000000 Penalty: 110786.726562 Iteration 5F: 15 clusters Score -7.071249e+07 nChanged 36422 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 2 contains 27654 members Mstep: Class 3 contains 2759 members Mstep: Class 6 contains 4430 members Mstep: Class 7 contains 45301 members Mstep: Class 9 contains 1220 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 14749 members Mstep: Class 12 contains 161240 members Mstep: Class 14 contains 1435 members Mstep: Class 16 contains 3492 members Mstep: Class 17 contains 11316 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 98131 members Mstep: Class 20 contains 29493 members Entering Unmasked Estep ConsiderDeletion Score: -70755720.000000 Penalty: 110786.726562 Iteration 6F: 15 clusters Score -7.075572e+07 nChanged 26679 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 2 contains 25620 members Mstep: Class 3 contains 2586 members Mstep: Class 6 contains 5820 members Mstep: Class 7 contains 45436 members Mstep: Class 9 contains 1291 members Mstep: Class 10 contains 4883 members Mstep: Class 11 contains 14939 members Mstep: Class 12 contains 146720 members Mstep: Class 14 contains 1430 members Mstep: Class 16 contains 2466 members Mstep: Class 17 contains 12037 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 111795 members Mstep: Class 20 contains 30552 members Entering Unmasked Estep ConsiderDeletion Score: -70789472.000000 Penalty: 110786.726562 Iteration 7F: 15 clusters Score -7.078947e+07 nChanged 21897 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 2 contains 24480 members Mstep: Class 3 contains 2467 members Mstep: Class 6 contains 7177 members Mstep: Class 7 contains 45126 members Mstep: Class 9 contains 1320 members Mstep: Class 10 contains 5312 members Mstep: Class 11 contains 15174 members Mstep: Class 12 contains 134528 members Mstep: Class 14 contains 1430 members Mstep: Class 16 contains 1826 members Mstep: Class 17 contains 13243 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 123584 members Mstep: Class 20 contains 29938 members Entering Unmasked Estep ConsiderDeletion Score: -70808128.000000 Penalty: 110786.726562 Iteration 8F: 15 clusters Score -7.080813e+07 nChanged 18844 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 2 contains 23765 members Mstep: Class 3 contains 2400 members Mstep: Class 6 contains 8511 members Mstep: Class 7 contains 44692 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5529 members Mstep: Class 11 contains 15392 members Mstep: Class 12 contains 124825 members Mstep: Class 14 contains 1430 members Mstep: Class 16 contains 1524 members Mstep: Class 17 contains 14731 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 133139 members Mstep: Class 20 contains 28346 members Entering Unmasked Estep ConsiderDeletion Score: -70823952.000000 Penalty: 110786.726562 Iteration 9Q: 15 clusters Score -7.082395e+07 nChanged 16642 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 23227 members Mstep: Class 3 contains 2368 members Mstep: Class 6 contains 9813 members Mstep: Class 7 contains 44406 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5645 members Mstep: Class 11 contains 15629 members Mstep: Class 12 contains 117261 members Mstep: Class 14 contains 1429 members Mstep: Class 16 contains 1382 members Mstep: Class 17 contains 16322 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 140433 members Mstep: Class 20 contains 26368 members Entering Unmasked Estep ConsiderDeletion Score: -70838368.000000 Penalty: 110786.726562 Iteration 10Q: 15 clusters Score -7.083837e+07 nChanged 14650 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 22733 members Mstep: Class 3 contains 2343 members Mstep: Class 6 contains 11059 members Mstep: Class 7 contains 44266 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5712 members Mstep: Class 11 contains 15957 members Mstep: Class 12 contains 111146 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1304 members Mstep: Class 17 contains 17901 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 145893 members Mstep: Class 20 contains 24542 members Entering Unmasked Estep ConsiderDeletion Score: -70852992.000000 Penalty: 110786.726562 Iteration 11Q: 15 clusters Score -7.085299e+07 nChanged 12711 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 22275 members Mstep: Class 3 contains 2323 members Mstep: Class 6 contains 12162 members Mstep: Class 7 contains 44176 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5756 members Mstep: Class 11 contains 16458 members Mstep: Class 12 contains 106029 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1250 members Mstep: Class 17 contains 19354 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 149831 members Mstep: Class 20 contains 23242 members Entering Unmasked Estep ConsiderDeletion Score: -70867728.000000 Penalty: 110786.726562 Iteration 12Q: 15 clusters Score -7.086773e+07 nChanged 10746 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 21786 members Mstep: Class 3 contains 2293 members Mstep: Class 6 contains 13092 members Mstep: Class 7 contains 44121 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5780 members Mstep: Class 11 contains 17231 members Mstep: Class 12 contains 102003 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1220 members Mstep: Class 17 contains 20694 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152244 members Mstep: Class 20 contains 22392 members Entering Unmasked Estep ConsiderDeletion Score: -70881864.000000 Penalty: 110786.726562 Iteration 13Q: 15 clusters Score -7.088186e+07 nChanged 8321 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 21259 members Mstep: Class 3 contains 2281 members Mstep: Class 6 contains 13940 members Mstep: Class 7 contains 43883 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5796 members Mstep: Class 11 contains 17925 members Mstep: Class 12 contains 99461 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1200 members Mstep: Class 17 contains 21858 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 153234 members Mstep: Class 20 contains 22019 members Entering Unmasked Estep ConsiderDeletion Score: -70888616.000000 Penalty: 110786.726562 Iteration 14Q: 15 clusters Score -7.088862e+07 nChanged 5960 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 20653 members Mstep: Class 3 contains 2269 members Mstep: Class 6 contains 14740 members Mstep: Class 7 contains 43449 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5807 members Mstep: Class 11 contains 18395 members Mstep: Class 12 contains 98283 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1181 members Mstep: Class 17 contains 22768 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 153298 members Mstep: Class 20 contains 22012 members Entering Unmasked Estep ConsiderDeletion Score: -70891672.000000 Penalty: 110786.726562 Iteration 15Q: 15 clusters Score -7.089167e+07 nChanged 4261 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 19998 members Mstep: Class 3 contains 2266 members Mstep: Class 6 contains 15432 members Mstep: Class 7 contains 43005 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5811 members Mstep: Class 11 contains 18772 members Mstep: Class 12 contains 97791 members Mstep: Class 14 contains 1426 members Mstep: Class 16 contains 1173 members Mstep: Class 17 contains 23465 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152996 members Mstep: Class 20 contains 22147 members Entering Unmasked Estep ConsiderDeletion Score: -70892824.000000 Penalty: 110786.726562 Iteration 16Q: 15 clusters Score -7.089282e+07 nChanged 3382 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 19268 members Mstep: Class 3 contains 2257 members Mstep: Class 6 contains 16119 members Mstep: Class 7 contains 42631 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5820 members Mstep: Class 11 contains 19122 members Mstep: Class 12 contains 97567 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 23952 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152702 members Mstep: Class 20 contains 22248 members Entering Unmasked Estep ConsiderDeletion Score: -70893728.000000 Penalty: 110786.726562 Iteration 17Q: 15 clusters Score -7.089373e+07 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 18548 members Mstep: Class 3 contains 2254 members Mstep: Class 6 contains 16772 members Mstep: Class 7 contains 42282 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5828 members Mstep: Class 11 contains 19490 members Mstep: Class 12 contains 97510 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1174 members Mstep: Class 17 contains 24317 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152441 members Mstep: Class 20 contains 22239 members Entering Unmasked Estep ConsiderDeletion Score: -70894472.000000 Penalty: 110786.726562 Iteration 18Q: 15 clusters Score -7.089447e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 17850 members Mstep: Class 3 contains 2254 members Mstep: Class 6 contains 17450 members Mstep: Class 7 contains 41905 members Mstep: Class 9 contains 1321 members Mstep: Class 10 contains 5832 members Mstep: Class 11 contains 19835 members Mstep: Class 12 contains 97516 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1182 members Mstep: Class 17 contains 24576 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152237 members Mstep: Class 20 contains 22218 members Entering Unmasked Estep ConsiderDeletion Score: -70895032.000000 Penalty: 110786.726562 Iteration 19Q: 15 clusters Score -7.089503e+07 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 17057 members Mstep: Class 3 contains 2252 members Mstep: Class 6 contains 18124 members Mstep: Class 7 contains 41634 members Mstep: Class 9 contains 1322 members Mstep: Class 10 contains 5835 members Mstep: Class 11 contains 20195 members Mstep: Class 12 contains 97539 members Mstep: Class 14 contains 1427 members Mstep: Class 16 contains 1186 members Mstep: Class 17 contains 24764 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 152080 members Mstep: Class 20 contains 22188 members Entering Unmasked Estep ConsiderDeletion Score: -70895936.000000 Penalty: 110786.726562 Iteration 20F: 15 clusters Score -7.089594e+07 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 2 contains 16238 members Mstep: Class 3 contains 2251 members Mstep: Class 6 contains 18868 members Mstep: Class 7 contains 41353 members Mstep: Class 9 contains 1322 members Mstep: Class 10 contains 5837 members Mstep: Class 11 contains 20470 members Mstep: Class 12 contains 97576 members Mstep: Class 14 contains 1428 members Mstep: Class 16 contains 1192 members Mstep: Class 17 contains 24896 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151965 members Mstep: Class 20 contains 22207 members Entering Unmasked Estep ConsiderDeletion Score: -70896520.000000 Penalty: 110786.726562 Iteration 21Q: 15 clusters Score -7.089652e+07 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 2251 members Mstep: Class 6 contains 19707 members Mstep: Class 7 contains 40991 members Mstep: Class 9 contains 1322 members Mstep: Class 10 contains 5842 members Mstep: Class 11 contains 20758 members Mstep: Class 12 contains 97645 members Mstep: Class 14 contains 1428 members Mstep: Class 16 contains 1195 members Mstep: Class 17 contains 25029 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151855 members Mstep: Class 20 contains 22228 members Entering Unmasked Estep ConsiderDeletion Score: -70897672.000000 Penalty: 110786.726562 Iteration 22Q: 15 clusters Score -7.089767e+07 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 14461 members Mstep: Class 3 contains 2256 members Mstep: Class 6 contains 20732 members Mstep: Class 7 contains 40484 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 5845 members Mstep: Class 11 contains 21000 members Mstep: Class 12 contains 97739 members Mstep: Class 14 contains 1428 members Mstep: Class 16 contains 1200 members Mstep: Class 17 contains 25146 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151757 members Mstep: Class 20 contains 22231 members Entering Unmasked Estep ConsiderDeletion Score: -70899568.000000 Penalty: 110786.726562 Iteration 23Q: 15 clusters Score -7.089957e+07 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 13514 members Mstep: Class 3 contains 2257 members Mstep: Class 6 contains 22062 members Mstep: Class 7 contains 39746 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 5850 members Mstep: Class 11 contains 21201 members Mstep: Class 12 contains 97847 members Mstep: Class 14 contains 1428 members Mstep: Class 16 contains 1212 members Mstep: Class 17 contains 25271 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151646 members Mstep: Class 20 contains 22243 members Entering Unmasked Estep ConsiderDeletion Score: -70902128.000000 Penalty: 110786.726562 Iteration 24Q: 15 clusters Score -7.090213e+07 nChanged 4225 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 12582 members Mstep: Class 3 contains 2258 members Mstep: Class 6 contains 24030 members Mstep: Class 7 contains 38416 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 5856 members Mstep: Class 11 contains 21313 members Mstep: Class 12 contains 97979 members Mstep: Class 14 contains 1429 members Mstep: Class 16 contains 1222 members Mstep: Class 17 contains 25414 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151514 members Mstep: Class 20 contains 22264 members Entering Unmasked Estep ConsiderDeletion Score: -70908976.000000 Penalty: 110786.726562 Iteration 25Q: 15 clusters Score -7.090898e+07 nChanged 5300 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 2 contains 11551 members Mstep: Class 3 contains 2257 members Mstep: Class 6 contains 26391 members Mstep: Class 7 contains 36983 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 5861 members Mstep: Class 11 contains 21118 members Mstep: Class 12 contains 98122 members Mstep: Class 14 contains 1432 members Mstep: Class 16 contains 1238 members Mstep: Class 17 contains 25578 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151427 members Mstep: Class 20 contains 22318 members Entering Unmasked Estep ConsiderDeletion Score: -70923928.000000 Penalty: 110786.726562 Iteration 26Q: 15 clusters Score -7.092393e+07 nChanged 5121 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 10325 members Mstep: Class 3 contains 2248 members Mstep: Class 6 contains 27024 members Mstep: Class 7 contains 37927 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 5871 members Mstep: Class 11 contains 20342 members Mstep: Class 12 contains 98308 members Mstep: Class 14 contains 1435 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 25764 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151353 members Mstep: Class 20 contains 22425 members Entering Unmasked Estep ConsiderDeletion Score: -70930360.000000 Penalty: 110786.726562 Iteration 27Q: 15 clusters Score -7.093036e+07 nChanged 3914 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 9381 members Mstep: Class 3 contains 2236 members Mstep: Class 6 contains 26880 members Mstep: Class 7 contains 39220 members Mstep: Class 9 contains 1325 members Mstep: Class 10 contains 5882 members Mstep: Class 11 contains 19735 members Mstep: Class 12 contains 98495 members Mstep: Class 14 contains 1436 members Mstep: Class 16 contains 1267 members Mstep: Class 17 contains 25897 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151343 members Mstep: Class 20 contains 22501 members Entering Unmasked Estep ConsiderDeletion Score: -70932904.000000 Penalty: 110786.726562 Iteration 28Q: 15 clusters Score -7.09329e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 8738 members Mstep: Class 3 contains 2233 members Mstep: Class 6 contains 26662 members Mstep: Class 7 contains 40217 members Mstep: Class 9 contains 1325 members Mstep: Class 10 contains 5885 members Mstep: Class 11 contains 19326 members Mstep: Class 12 contains 98618 members Mstep: Class 14 contains 1436 members Mstep: Class 16 contains 1286 members Mstep: Class 17 contains 25976 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151393 members Mstep: Class 20 contains 22503 members Entering Unmasked Estep ConsiderDeletion Score: -70934040.000000 Penalty: 110786.726562 Iteration 29Q: 15 clusters Score -7.093404e+07 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 8307 members Mstep: Class 3 contains 2231 members Mstep: Class 6 contains 26470 members Mstep: Class 7 contains 41038 members Mstep: Class 9 contains 1325 members Mstep: Class 10 contains 5887 members Mstep: Class 11 contains 18992 members Mstep: Class 12 contains 98686 members Mstep: Class 14 contains 1436 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 26016 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151435 members Mstep: Class 20 contains 22479 members Entering Unmasked Estep ConsiderDeletion Score: -70934536.000000 Penalty: 110786.726562 Iteration 30Q: 15 clusters Score -7.093454e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7965 members Mstep: Class 3 contains 2228 members Mstep: Class 6 contains 26314 members Mstep: Class 7 contains 41707 members Mstep: Class 9 contains 1325 members Mstep: Class 10 contains 5888 members Mstep: Class 11 contains 18754 members Mstep: Class 12 contains 98727 members Mstep: Class 14 contains 1436 members Mstep: Class 16 contains 1302 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151470 members Mstep: Class 20 contains 22456 members Entering Unmasked Estep ConsiderDeletion Score: -70934912.000000 Penalty: 110786.726562 Iteration 31Q: 15 clusters Score -7.093491e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7724 members Mstep: Class 3 contains 2234 members Mstep: Class 6 contains 26174 members Mstep: Class 7 contains 42239 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5889 members Mstep: Class 11 contains 18573 members Mstep: Class 12 contains 98748 members Mstep: Class 14 contains 1436 members Mstep: Class 16 contains 1307 members Mstep: Class 17 contains 26033 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151478 members Mstep: Class 20 contains 22437 members Entering Unmasked Estep ConsiderDeletion Score: -70935624.000000 Penalty: 110786.726562 Iteration 32Q: 15 clusters Score -7.093562e+07 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7553 members Mstep: Class 3 contains 2236 members Mstep: Class 6 contains 26040 members Mstep: Class 7 contains 42663 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5891 members Mstep: Class 11 contains 18428 members Mstep: Class 12 contains 98770 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1309 members Mstep: Class 17 contains 26042 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151483 members Mstep: Class 20 contains 22420 members Entering Unmasked Estep ConsiderDeletion Score: -70936152.000000 Penalty: 110786.726562 Iteration 33Q: 15 clusters Score -7.093615e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7447 members Mstep: Class 3 contains 2235 members Mstep: Class 6 contains 25886 members Mstep: Class 7 contains 43009 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5893 members Mstep: Class 11 contains 18328 members Mstep: Class 12 contains 98781 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1311 members Mstep: Class 17 contains 26041 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151494 members Mstep: Class 20 contains 22410 members Entering Unmasked Estep ConsiderDeletion Score: -70936888.000000 Penalty: 110786.726562 Iteration 34Q: 15 clusters Score -7.093689e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7389 members Mstep: Class 3 contains 2234 members Mstep: Class 6 contains 25696 members Mstep: Class 7 contains 43278 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5892 members Mstep: Class 11 contains 18287 members Mstep: Class 12 contains 98797 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 26035 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151507 members Mstep: Class 20 contains 22401 members Entering Unmasked Estep ConsiderDeletion Score: -70938016.000000 Penalty: 110786.726562 Iteration 35Q: 15 clusters Score -7.093802e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7376 members Mstep: Class 3 contains 2233 members Mstep: Class 6 contains 25442 members Mstep: Class 7 contains 43499 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5893 members Mstep: Class 11 contains 18325 members Mstep: Class 12 contains 98805 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 26030 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151523 members Mstep: Class 20 contains 22384 members Entering Unmasked Estep ConsiderDeletion Score: -70939768.000000 Penalty: 110786.726562 Iteration 36Q: 15 clusters Score -7.093977e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7492 members Mstep: Class 3 contains 2236 members Mstep: Class 6 contains 25150 members Mstep: Class 7 contains 43634 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5893 members Mstep: Class 11 contains 18338 members Mstep: Class 12 contains 98808 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1334 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151555 members Mstep: Class 20 contains 22369 members Entering Unmasked Estep ConsiderDeletion Score: -70940408.000000 Penalty: 110786.726562 Iteration 37Q: 15 clusters Score -7.094041e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7603 members Mstep: Class 3 contains 2236 members Mstep: Class 6 contains 24923 members Mstep: Class 7 contains 43696 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5893 members Mstep: Class 11 contains 18328 members Mstep: Class 12 contains 98820 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1346 members Mstep: Class 17 contains 26025 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151603 members Mstep: Class 20 contains 22362 members Entering Unmasked Estep ConsiderDeletion Score: -70940600.000000 Penalty: 110786.726562 Iteration 38Q: 15 clusters Score -7.09406e+07 nChanged 452 Entering ConstructFrom: Score: -70940600.000000 Penalty: 110786.726562 Entering ConstructFrom: Trying to split cluster 2 (7727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Entering Unmasked Estep Score: -1360919.125000 Penalty: 5483.391113 Iteration 0F: 2 clusters Score -1360919 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1352108.000000 Penalty: 10966.782227 Iteration 0F: 3 clusters Score -1352108 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1353729.000000 Penalty: 10966.782227 Iteration 1F: 3 clusters Score -1353729 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1354164.625000 Penalty: 10966.782227 Iteration 2F: 3 clusters Score -1354165 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1354428.125000 Penalty: 10966.782227 Iteration 3Q: 3 clusters Score -1354428 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1354595.250000 Penalty: 10966.782227 Iteration 4Q: 3 clusters Score -1354595 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1354708.000000 Penalty: 10966.782227 Iteration 5Q: 3 clusters Score -1354708 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1354787.875000 Penalty: 10966.782227 Iteration 6Q: 3 clusters Score -1354788 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1354848.750000 Penalty: 10966.782227 Iteration 7Q: 3 clusters Score -1354849 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1354904.000000 Penalty: 10966.782227 Iteration 8Q: 3 clusters Score -1354904 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1354961.750000 Penalty: 10966.782227 Iteration 9Q: 3 clusters Score -1354962 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1355023.250000 Penalty: 10966.782227 Iteration 10Q: 3 clusters Score -1355023 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1355050.000000 Penalty: 10966.782227 Iteration 11Q: 3 clusters Score -1355050 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1355090.625000 Penalty: 10966.782227 Iteration 12Q: 3 clusters Score -1355091 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1355122.375000 Penalty: 10966.782227 Iteration 13Q: 3 clusters Score -1355122 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1355151.375000 Penalty: 10966.782227 Iteration 14Q: 3 clusters Score -1355151 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1355169.750000 Penalty: 10966.782227 Iteration 15Q: 3 clusters Score -1355170 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1355188.625000 Penalty: 10966.782227 Iteration 16Q: 3 clusters Score -1355189 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1355203.750000 Penalty: 10966.782227 Iteration 17Q: 3 clusters Score -1355204 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1355215.750000 Penalty: 10966.782227 Iteration 18Q: 3 clusters Score -1355216 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1355223.250000 Penalty: 10966.782227 Iteration 19Q: 3 clusters Score -1355223 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1355233.625000 Penalty: 10966.782227 Iteration 20F: 3 clusters Score -1355234 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -1355249.500000 Penalty: 10966.782227 Iteration 21Q: 3 clusters Score -1355250 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1355262.500000 Penalty: 10966.782227 Iteration 22Q: 3 clusters Score -1355262 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1355284.375000 Penalty: 10966.782227 Iteration 23Q: 3 clusters Score -1355284 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1355300.625000 Penalty: 10966.782227 Iteration 24Q: 3 clusters Score -1355301 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1355312.250000 Penalty: 10966.782227 Iteration 25Q: 3 clusters Score -1355312 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1355321.625000 Penalty: 10966.782227 Iteration 26Q: 3 clusters Score -1355322 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1355333.875000 Penalty: 10966.782227 Iteration 27Q: 3 clusters Score -1355334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1355340.000000 Penalty: 10966.782227 Iteration 28Q: 3 clusters Score -1355340 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1355347.250000 Penalty: 10966.782227 Iteration 29Q: 3 clusters Score -1355347 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1355354.125000 Penalty: 10966.782227 Iteration 30Q: 3 clusters Score -1355354 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1355364.250000 Penalty: 10966.782227 Iteration 31Q: 3 clusters Score -1355364 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1355373.375000 Penalty: 10966.782227 Iteration 32Q: 3 clusters Score -1355373 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1355383.625000 Penalty: 10966.782227 Iteration 33Q: 3 clusters Score -1355384 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1355396.375000 Penalty: 10966.782227 Iteration 34Q: 3 clusters Score -1355396 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1355403.250000 Penalty: 10966.782227 Iteration 35Q: 3 clusters Score -1355403 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1355420.125000 Penalty: 10966.782227 Iteration 36Q: 3 clusters Score -1355420 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1355436.750000 Penalty: 10966.782227 Iteration 37Q: 3 clusters Score -1355437 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1355454.625000 Penalty: 10966.782227 Iteration 38Q: 3 clusters Score -1355455 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1355479.625000 Penalty: 10966.782227 Iteration 39Q: 3 clusters Score -1355480 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1355492.125000 Penalty: 10966.782227 Iteration 40F: 3 clusters Score -1355492 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1355508.500000 Penalty: 10966.782227 Iteration 41Q: 3 clusters Score -1355508 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1355519.125000 Penalty: 10966.782227 Iteration 42Q: 3 clusters Score -1355519 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1355528.625000 Penalty: 10966.782227 Iteration 43Q: 3 clusters Score -1355529 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1355533.500000 Penalty: 10966.782227 Iteration 44Q: 3 clusters Score -1355534 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1355540.500000 Penalty: 10966.782227 Iteration 45Q: 3 clusters Score -1355540 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1355542.875000 Penalty: 10966.782227 Iteration 46Q: 3 clusters Score -1355543 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1355549.625000 Penalty: 10966.782227 Iteration 47Q: 3 clusters Score -1355550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1355552.625000 Penalty: 10966.782227 Iteration 48Q: 3 clusters Score -1355553 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1355562.500000 Penalty: 10966.782227 Iteration 49Q: 3 clusters Score -1355562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1355561.125000 Penalty: 10966.782227 Iteration 50Q: 3 clusters Score -1355561 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1355572.375000 Penalty: 10966.782227 Iteration 51Q: 3 clusters Score -1355572 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1355574.500000 Penalty: 10966.782227 Iteration 52Q: 3 clusters Score -1355574 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -1355580.875000 Penalty: 10966.782227 Iteration 53Q: 3 clusters Score -1355581 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1355584.250000 Penalty: 10966.782227 Iteration 54Q: 3 clusters Score -1355584 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1355585.625000 Penalty: 10966.782227 Iteration 55Q: 3 clusters Score -1355586 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1355592.625000 Penalty: 10966.782227 Iteration 56Q: 3 clusters Score -1355593 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1355598.750000 Penalty: 10966.782227 Iteration 57Q: 3 clusters Score -1355599 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1355600.625000 Penalty: 10966.782227 Iteration 58Q: 3 clusters Score -1355601 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1355604.125000 Penalty: 10966.782227 Iteration 59Q: 3 clusters Score -1355604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1355613.250000 Penalty: 10966.782227 Iteration 60F: 3 clusters Score -1355613 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1355614.625000 Penalty: 10966.782227 Iteration 61Q: 3 clusters Score -1355615 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1355622.250000 Penalty: 10966.782227 Iteration 62Q: 3 clusters Score -1355622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1355626.875000 Penalty: 10966.782227 Iteration 63Q: 3 clusters Score -1355627 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1355636.000000 Penalty: 10966.782227 Iteration 64Q: 3 clusters Score -1355636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1355639.750000 Penalty: 10966.782227 Iteration 65Q: 3 clusters Score -1355640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1355644.250000 Penalty: 10966.782227 Iteration 66Q: 3 clusters Score -1355644 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1355650.000000 Penalty: 10966.782227 Iteration 67Q: 3 clusters Score -1355650 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1355658.500000 Penalty: 10966.782227 Iteration 68Q: 3 clusters Score -1355658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1355661.375000 Penalty: 10966.782227 Iteration 69Q: 3 clusters Score -1355661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -1355665.750000 Penalty: 10966.782227 Iteration 70Q: 3 clusters Score -1355666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1355669.125000 Penalty: 10966.782227 Iteration 71Q: 3 clusters Score -1355669 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1355670.750000 Penalty: 10966.782227 Iteration 72Q: 3 clusters Score -1355671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1355675.500000 Penalty: 10966.782227 Iteration 73Q: 3 clusters Score -1355676 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1355677.625000 Penalty: 10966.782227 Iteration 74Q: 3 clusters Score -1355678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1355681.250000 Penalty: 10966.782227 Iteration 75Q: 3 clusters Score -1355681 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1355688.750000 Penalty: 10966.782227 Iteration 76Q: 3 clusters Score -1355689 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1355697.125000 Penalty: 10966.782227 Iteration 77Q: 3 clusters Score -1355697 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1355709.250000 Penalty: 10966.782227 Iteration 78Q: 3 clusters Score -1355709 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1355717.250000 Penalty: 10966.782227 Iteration 79Q: 3 clusters Score -1355717 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1355722.375000 Penalty: 10966.782227 Iteration 80F: 3 clusters Score -1355722 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1355731.875000 Penalty: 10966.782227 Iteration 81Q: 3 clusters Score -1355732 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1355741.000000 Penalty: 10966.782227 Iteration 82Q: 3 clusters Score -1355741 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1355751.875000 Penalty: 10966.782227 Iteration 83Q: 3 clusters Score -1355752 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -1355760.625000 Penalty: 10966.782227 Iteration 84Q: 3 clusters Score -1355761 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1355770.000000 Penalty: 10966.782227 Iteration 85Q: 3 clusters Score -1355770 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1355784.250000 Penalty: 10966.782227 Iteration 86Q: 3 clusters Score -1355784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1355795.875000 Penalty: 10966.782227 Iteration 87Q: 3 clusters Score -1355796 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1355807.000000 Penalty: 10966.782227 Iteration 88Q: 3 clusters Score -1355807 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1355817.125000 Penalty: 10966.782227 Iteration 89Q: 3 clusters Score -1355817 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1355825.125000 Penalty: 10966.782227 Iteration 90Q: 3 clusters Score -1355825 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1355833.500000 Penalty: 10966.782227 Iteration 91Q: 3 clusters Score -1355834 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1355839.250000 Penalty: 10966.782227 Iteration 92Q: 3 clusters Score -1355839 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1355841.375000 Penalty: 10966.782227 Iteration 93Q: 3 clusters Score -1355841 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1355848.375000 Penalty: 10966.782227 Iteration 94Q: 3 clusters Score -1355848 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1355854.750000 Penalty: 10966.782227 Iteration 95Q: 3 clusters Score -1355855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1355860.875000 Penalty: 10966.782227 Iteration 96Q: 3 clusters Score -1355861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1355864.750000 Penalty: 10966.782227 Iteration 97Q: 3 clusters Score -1355865 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1355864.500000 Penalty: 10966.782227 Iteration 98Q: 3 clusters Score -1355864 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1355869.750000 Penalty: 10966.782227 Iteration 99Q: 3 clusters Score -1355870 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1355873.875000 Penalty: 10966.782227 Iteration 100F: 3 clusters Score -1355874 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1355879.625000 Penalty: 10966.782227 Iteration 101Q: 3 clusters Score -1355880 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1355885.625000 Penalty: 10966.782227 Iteration 102Q: 3 clusters Score -1355886 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1355893.625000 Penalty: 10966.782227 Iteration 103Q: 3 clusters Score -1355894 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1355904.500000 Penalty: 10966.782227 Iteration 104Q: 3 clusters Score -1355904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1355910.000000 Penalty: 10966.782227 Iteration 105Q: 3 clusters Score -1355910 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -1355919.000000 Penalty: 10966.782227 Iteration 106Q: 3 clusters Score -1355919 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1355919.750000 Penalty: 10966.782227 Iteration 107Q: 3 clusters Score -1355920 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1355925.000000 Penalty: 10966.782227 Iteration 108Q: 3 clusters Score -1355925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1355926.750000 Penalty: 10966.782227 Iteration 109Q: 3 clusters Score -1355927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1355929.000000 Penalty: 10966.782227 Iteration 110Q: 3 clusters Score -1355929 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1355934.000000 Penalty: 10966.782227 Iteration 111Q: 3 clusters Score -1355934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1355934.125000 Penalty: 10966.782227 Iteration 112Q: 3 clusters Score -1355934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1355937.000000 Penalty: 10966.782227 Iteration 113Q: 3 clusters Score -1355937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1355941.000000 Penalty: 10966.782227 Iteration 114Q: 3 clusters Score -1355941 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1355945.125000 Penalty: 10966.782227 Iteration 115Q: 3 clusters Score -1355945 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1355956.750000 Penalty: 10966.782227 Iteration 116Q: 3 clusters Score -1355957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1355960.000000 Penalty: 10966.782227 Iteration 117Q: 3 clusters Score -1355960 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1355966.875000 Penalty: 10966.782227 Iteration 118Q: 3 clusters Score -1355967 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1355973.875000 Penalty: 10966.782227 Iteration 119Q: 3 clusters Score -1355974 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1355978.375000 Penalty: 10966.782227 Iteration 120F: 3 clusters Score -1355978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1355976.500000 Penalty: 10966.782227 Iteration 121Q: 3 clusters Score -1355976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1355981.375000 Penalty: 10966.782227 Iteration 122Q: 3 clusters Score -1355981 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1355984.375000 Penalty: 10966.782227 Iteration 123Q: 3 clusters Score -1355984 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1355985.625000 Penalty: 10966.782227 Iteration 124Q: 3 clusters Score -1355986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1355989.750000 Penalty: 10966.782227 Iteration 125Q: 3 clusters Score -1355990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1355989.000000 Penalty: 10966.782227 Iteration 126Q: 3 clusters Score -1355989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1355988.875000 Penalty: 10966.782227 Iteration 127Q: 3 clusters Score -1355989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1355989.500000 Penalty: 10966.782227 Iteration 128Q: 3 clusters Score -1355990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1355989.875000 Penalty: 10966.782227 Iteration 129Q: 3 clusters Score -1355990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1355989.750000 Penalty: 10966.782227 Iteration 130Q: 3 clusters Score -1355990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1355990.625000 Penalty: 10966.782227 Iteration 131Q: 3 clusters Score -1355991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1355990.000000 Penalty: 10966.782227 Iteration 132Q: 3 clusters Score -1355990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1355992.500000 Penalty: 10966.782227 Iteration 133Q: 3 clusters Score -1355992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1355995.625000 Penalty: 10966.782227 Iteration 134Q: 3 clusters Score -1355996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1355997.375000 Penalty: 10966.782227 Iteration 135Q: 3 clusters Score -1355997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1355996.750000 Penalty: 10966.782227 Iteration 136Q: 3 clusters Score -1355997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1355998.625000 Penalty: 10966.782227 Iteration 137Q: 3 clusters Score -1355999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1355997.750000 Penalty: 10966.782227 Iteration 138Q: 3 clusters Score -1355998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1355999.000000 Penalty: 10966.782227 Iteration 139Q: 3 clusters Score -1355999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1355996.750000 Penalty: 10966.782227 Iteration 140F: 3 clusters Score -1355997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1355997.250000 Penalty: 10966.782227 Iteration 141Q: 3 clusters Score -1355997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1355998.250000 Penalty: 10966.782227 Iteration 142Q: 3 clusters Score -1355998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1355998.250000 Penalty: 10966.782227 Iteration 143F: 3 clusters Score -1355998 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Entering Unmasked Estep Score: -374986.187500 Penalty: 4723.597656 Iteration 0F: 2 clusters Score -374986.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -369894.781250 Penalty: 9447.195312 Iteration 0F: 3 clusters Score -369894.8 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -370907.343750 Penalty: 9447.195312 Iteration 1F: 3 clusters Score -370907.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -371354.656250 Penalty: 9447.195312 Iteration 2F: 3 clusters Score -371354.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -371785.531250 Penalty: 9447.195312 Iteration 3F: 3 clusters Score -371785.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -372294.031250 Penalty: 9447.195312 Iteration 4F: 3 clusters Score -372294 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -373159.750000 Penalty: 9447.195312 Iteration 5F: 3 clusters Score -373159.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -374325.250000 Penalty: 9447.195312 Iteration 6F: 3 clusters Score -374325.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -375627.062500 Penalty: 9447.195312 Iteration 7F: 3 clusters Score -375627.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -376216.625000 Penalty: 9447.195312 Iteration 8Q: 3 clusters Score -376216.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -376293.312500 Penalty: 9447.195312 Iteration 9Q: 3 clusters Score -376293.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -376314.750000 Penalty: 9447.195312 Iteration 10Q: 3 clusters Score -376314.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -376317.187500 Penalty: 9447.195312 Iteration 11Q: 3 clusters Score -376317.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -376319.281250 Penalty: 9447.195312 Iteration 12Q: 3 clusters Score -376319.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -376321.968750 Penalty: 9447.195312 Iteration 13Q: 3 clusters Score -376322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -376321.968750 Penalty: 9447.195312 Iteration 14F: 3 clusters Score -376322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 832 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 18308 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70938768.000000 Penalty: 118700.062500 Splitting cluster 3 changes total score from -70940600.000000 to -70938768.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (24724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24724 members Entering Unmasked Estep Score: -4345502.000000 Penalty: 6195.762207 Iteration 0F: 2 clusters Score -4345502 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 12319 members Entering Unmasked Estep Score: -4326076.500000 Penalty: 12391.524414 Iteration 0F: 3 clusters Score -4326076 nChanged 10202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12519 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -4331603.000000 Penalty: 12391.524414 Iteration 1F: 3 clusters Score -4331603 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -4332640.500000 Penalty: 12391.524414 Iteration 2F: 3 clusters Score -4332640 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -4333746.000000 Penalty: 12391.524414 Iteration 3F: 3 clusters Score -4333746 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -4334934.500000 Penalty: 12391.524414 Iteration 4F: 3 clusters Score -4334934 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -4336391.500000 Penalty: 12391.524414 Iteration 5F: 3 clusters Score -4336392 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 14073 members Entering Unmasked Estep Score: -4338312.500000 Penalty: 12391.524414 Iteration 6F: 3 clusters Score -4338312 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 15509 members Entering Unmasked Estep Score: -4340954.500000 Penalty: 12391.524414 Iteration 7F: 3 clusters Score -4340954 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 16878 members Entering Unmasked Estep Score: -4343454.500000 Penalty: 12391.524414 Iteration 8F: 3 clusters Score -4343454 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 17755 members Entering Unmasked Estep Score: -4345004.500000 Penalty: 12391.524414 Iteration 9F: 3 clusters Score -4345004 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 18194 members Entering Unmasked Estep Score: -4345818.500000 Penalty: 12391.524414 Iteration 10Q: 3 clusters Score -4345818 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -4346186.000000 Penalty: 12391.524414 Iteration 11Q: 3 clusters Score -4346186 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 18471 members Entering Unmasked Estep Score: -4346353.000000 Penalty: 12391.524414 Iteration 12Q: 3 clusters Score -4346353 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 18527 members Entering Unmasked Estep Score: -4346410.000000 Penalty: 12391.524414 Iteration 13Q: 3 clusters Score -4346410 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 18580 members Entering Unmasked Estep Score: -4346456.000000 Penalty: 12391.524414 Iteration 14Q: 3 clusters Score -4346456 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -4346473.500000 Penalty: 12391.524414 Iteration 15Q: 3 clusters Score -4346474 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -4346480.000000 Penalty: 12391.524414 Iteration 16Q: 3 clusters Score -4346480 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 18718 members Entering Unmasked Estep Score: -4346503.000000 Penalty: 12391.524414 Iteration 17Q: 3 clusters Score -4346503 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 18742 members Entering Unmasked Estep Score: -4346510.000000 Penalty: 12391.524414 Iteration 18Q: 3 clusters Score -4346510 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 18760 members Entering Unmasked Estep Score: -4346502.500000 Penalty: 12391.524414 Iteration 19Q: 3 clusters Score -4346502 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -4346509.000000 Penalty: 12391.524414 Iteration 20F: 3 clusters Score -4346509 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 18793 members Entering Unmasked Estep Score: -4346514.500000 Penalty: 12391.524414 Iteration 21Q: 3 clusters Score -4346514 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 18814 members Entering Unmasked Estep Score: -4346506.000000 Penalty: 12391.524414 Iteration 22Q: 3 clusters Score -4346506 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 18828 members Entering Unmasked Estep Score: -4346509.500000 Penalty: 12391.524414 Iteration 23Q: 3 clusters Score -4346510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 18835 members Entering Unmasked Estep Score: -4346508.000000 Penalty: 12391.524414 Iteration 24Q: 3 clusters Score -4346508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 18845 members Entering Unmasked Estep Score: -4346516.000000 Penalty: 12391.524414 Iteration 25Q: 3 clusters Score -4346516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 18852 members Entering Unmasked Estep Score: -4346513.000000 Penalty: 12391.524414 Iteration 26Q: 3 clusters Score -4346513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -4346511.000000 Penalty: 12391.524414 Iteration 27Q: 3 clusters Score -4346511 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 18861 members Entering Unmasked Estep Score: -4346507.000000 Penalty: 12391.524414 Iteration 28Q: 3 clusters Score -4346507 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -4346512.000000 Penalty: 12391.524414 Iteration 29Q: 3 clusters Score -4346512 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 18877 members Entering Unmasked Estep Score: -4346522.500000 Penalty: 12391.524414 Iteration 30Q: 3 clusters Score -4346522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -4346520.000000 Penalty: 12391.524414 Iteration 31Q: 3 clusters Score -4346520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 18880 members Entering Unmasked Estep Score: -4346518.000000 Penalty: 12391.524414 Iteration 32Q: 3 clusters Score -4346518 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 18885 members Entering Unmasked Estep Score: -4346516.000000 Penalty: 12391.524414 Iteration 33Q: 3 clusters Score -4346516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 18889 members Entering Unmasked Estep Score: -4346521.500000 Penalty: 12391.524414 Iteration 34Q: 3 clusters Score -4346522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -4346528.000000 Penalty: 12391.524414 Iteration 35Q: 3 clusters Score -4346528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -4346531.000000 Penalty: 12391.524414 Iteration 36Q: 3 clusters Score -4346531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 18899 members Entering Unmasked Estep Score: -4346536.500000 Penalty: 12391.524414 Iteration 37Q: 3 clusters Score -4346536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 18903 members Entering Unmasked Estep Score: -4346536.000000 Penalty: 12391.524414 Iteration 38Q: 3 clusters Score -4346536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 18906 members Entering Unmasked Estep Score: -4346537.500000 Penalty: 12391.524414 Iteration 39Q: 3 clusters Score -4346538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -4346534.000000 Penalty: 12391.524414 Iteration 40F: 3 clusters Score -4346534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 18915 members Entering Unmasked Estep Score: -4346535.500000 Penalty: 12391.524414 Iteration 41Q: 3 clusters Score -4346536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 18918 members Entering Unmasked Estep Score: -4346535.000000 Penalty: 12391.524414 Iteration 42Q: 3 clusters Score -4346535 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 18923 members Entering Unmasked Estep Score: -4346530.000000 Penalty: 12391.524414 Iteration 43Q: 3 clusters Score -4346530 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 18931 members Entering Unmasked Estep Score: -4346537.500000 Penalty: 12391.524414 Iteration 44Q: 3 clusters Score -4346538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 18938 members Entering Unmasked Estep Score: -4346533.500000 Penalty: 12391.524414 Iteration 45Q: 3 clusters Score -4346534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 18943 members Entering Unmasked Estep Score: -4346534.500000 Penalty: 12391.524414 Iteration 46Q: 3 clusters Score -4346534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 18945 members Entering Unmasked Estep Score: -4346531.500000 Penalty: 12391.524414 Iteration 47Q: 3 clusters Score -4346532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 18946 members Entering Unmasked Estep Score: -4346537.000000 Penalty: 12391.524414 Iteration 48Q: 3 clusters Score -4346537 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -4346530.500000 Penalty: 12391.524414 Iteration 49Q: 3 clusters Score -4346530 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -4346530.500000 Penalty: 12391.524414 Iteration 50F: 3 clusters Score -4346530 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 18950 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 6 contains 5774 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 18308 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70940024.000000 Penalty: 118700.062500 Splitting cluster 6 changes total score from -70940600.000000 to -70940024.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (43727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43727 members Entering Unmasked Estep Score: -7781072.500000 Penalty: 6545.004395 Iteration 0F: 2 clusters Score -7781072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 21833 members Entering Unmasked Estep Score: -7749566.500000 Penalty: 13090.008789 Iteration 0F: 3 clusters Score -7749566 nChanged 19015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 21526 members Entering Unmasked Estep Score: -7759734.000000 Penalty: 13090.008789 Iteration 1F: 3 clusters Score -7759734 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22519 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -7760622.500000 Penalty: 13090.008789 Iteration 2F: 3 clusters Score -7760622 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -7761352.500000 Penalty: 13090.008789 Iteration 3Q: 3 clusters Score -7761352 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23624 members Mstep: Class 2 contains 20103 members Entering Unmasked Estep Score: -7762197.000000 Penalty: 13090.008789 Iteration 4Q: 3 clusters Score -7762197 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24423 members Mstep: Class 2 contains 19304 members Entering Unmasked Estep Score: -7763231.000000 Penalty: 13090.008789 Iteration 5Q: 3 clusters Score -7763231 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25500 members Mstep: Class 2 contains 18227 members Entering Unmasked Estep Score: -7764668.500000 Penalty: 13090.008789 Iteration 6F: 3 clusters Score -7764668 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26784 members Mstep: Class 2 contains 16943 members Entering Unmasked Estep Score: -7766497.000000 Penalty: 13090.008789 Iteration 7F: 3 clusters Score -7766497 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28188 members Mstep: Class 2 contains 15539 members Entering Unmasked Estep Score: -7768262.000000 Penalty: 13090.008789 Iteration 8F: 3 clusters Score -7768262 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29526 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -7769707.000000 Penalty: 13090.008789 Iteration 9F: 3 clusters Score -7769707 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30714 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -7770808.000000 Penalty: 13090.008789 Iteration 10Q: 3 clusters Score -7770808 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31731 members Mstep: Class 2 contains 11996 members Entering Unmasked Estep Score: -7771581.500000 Penalty: 13090.008789 Iteration 11Q: 3 clusters Score -7771582 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32651 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -7772123.500000 Penalty: 13090.008789 Iteration 12Q: 3 clusters Score -7772124 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33469 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -7772506.000000 Penalty: 13090.008789 Iteration 13Q: 3 clusters Score -7772506 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34198 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -7772843.000000 Penalty: 13090.008789 Iteration 14Q: 3 clusters Score -7772843 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34865 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -7773091.500000 Penalty: 13090.008789 Iteration 15Q: 3 clusters Score -7773092 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35501 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -7773353.500000 Penalty: 13090.008789 Iteration 16Q: 3 clusters Score -7773354 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36067 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -7773547.000000 Penalty: 13090.008789 Iteration 17Q: 3 clusters Score -7773547 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36633 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -7773781.000000 Penalty: 13090.008789 Iteration 18Q: 3 clusters Score -7773781 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37146 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -7773981.500000 Penalty: 13090.008789 Iteration 19Q: 3 clusters Score -7773982 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37604 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -7774184.000000 Penalty: 13090.008789 Iteration 20F: 3 clusters Score -7774184 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38065 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -7774339.000000 Penalty: 13090.008789 Iteration 21Q: 3 clusters Score -7774339 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38479 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -7774486.500000 Penalty: 13090.008789 Iteration 22Q: 3 clusters Score -7774486 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38830 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -7774658.000000 Penalty: 13090.008789 Iteration 23Q: 3 clusters Score -7774658 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39159 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -7774801.500000 Penalty: 13090.008789 Iteration 24Q: 3 clusters Score -7774802 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39459 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -7774929.500000 Penalty: 13090.008789 Iteration 25Q: 3 clusters Score -7774930 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39728 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -7774998.500000 Penalty: 13090.008789 Iteration 26Q: 3 clusters Score -7774998 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39978 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -7775112.500000 Penalty: 13090.008789 Iteration 27Q: 3 clusters Score -7775112 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40190 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -7775204.500000 Penalty: 13090.008789 Iteration 28Q: 3 clusters Score -7775204 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40365 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -7775265.500000 Penalty: 13090.008789 Iteration 29Q: 3 clusters Score -7775266 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40534 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -7775339.000000 Penalty: 13090.008789 Iteration 30Q: 3 clusters Score -7775339 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40670 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -7775409.500000 Penalty: 13090.008789 Iteration 31Q: 3 clusters Score -7775410 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40793 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -7775468.500000 Penalty: 13090.008789 Iteration 32Q: 3 clusters Score -7775468 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40905 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -7775490.000000 Penalty: 13090.008789 Iteration 33Q: 3 clusters Score -7775490 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40996 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -7775527.000000 Penalty: 13090.008789 Iteration 34Q: 3 clusters Score -7775527 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41068 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -7775536.000000 Penalty: 13090.008789 Iteration 35Q: 3 clusters Score -7775536 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41132 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -7775560.500000 Penalty: 13090.008789 Iteration 36Q: 3 clusters Score -7775560 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41200 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -7775592.000000 Penalty: 13090.008789 Iteration 37Q: 3 clusters Score -7775592 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41258 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -7775605.500000 Penalty: 13090.008789 Iteration 38Q: 3 clusters Score -7775606 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41300 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -7775612.000000 Penalty: 13090.008789 Iteration 39Q: 3 clusters Score -7775612 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41341 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -7775630.500000 Penalty: 13090.008789 Iteration 40F: 3 clusters Score -7775630 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41367 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -7775630.500000 Penalty: 13090.008789 Iteration 41Q: 3 clusters Score -7775630 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41388 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -7775648.500000 Penalty: 13090.008789 Iteration 42Q: 3 clusters Score -7775648 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41415 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -7775662.000000 Penalty: 13090.008789 Iteration 43Q: 3 clusters Score -7775662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41430 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -7775672.500000 Penalty: 13090.008789 Iteration 44Q: 3 clusters Score -7775672 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41446 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -7775679.500000 Penalty: 13090.008789 Iteration 45Q: 3 clusters Score -7775680 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41464 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -7775694.000000 Penalty: 13090.008789 Iteration 46Q: 3 clusters Score -7775694 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41480 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -7775688.000000 Penalty: 13090.008789 Iteration 47Q: 3 clusters Score -7775688 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41492 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -7775692.500000 Penalty: 13090.008789 Iteration 48Q: 3 clusters Score -7775692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41498 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -7775688.500000 Penalty: 13090.008789 Iteration 49Q: 3 clusters Score -7775688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41504 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -7775696.000000 Penalty: 13090.008789 Iteration 50Q: 3 clusters Score -7775696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41510 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -7775695.500000 Penalty: 13090.008789 Iteration 51Q: 3 clusters Score -7775696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41512 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -7775691.000000 Penalty: 13090.008789 Iteration 52Q: 3 clusters Score -7775691 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41515 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -7775698.000000 Penalty: 13090.008789 Iteration 53Q: 3 clusters Score -7775698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41517 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -7775694.500000 Penalty: 13090.008789 Iteration 54Q: 3 clusters Score -7775694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41523 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -7775697.000000 Penalty: 13090.008789 Iteration 55Q: 3 clusters Score -7775697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41525 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -7775702.000000 Penalty: 13090.008789 Iteration 56Q: 3 clusters Score -7775702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41529 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -7775700.000000 Penalty: 13090.008789 Iteration 57Q: 3 clusters Score -7775700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41531 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -7775696.000000 Penalty: 13090.008789 Iteration 58Q: 3 clusters Score -7775696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41533 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -7775704.000000 Penalty: 13090.008789 Iteration 59Q: 3 clusters Score -7775704 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41533 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -7775704.000000 Penalty: 13090.008789 Iteration 60F: 3 clusters Score -7775704 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Entering Unmasked Estep Score: -186325.171875 Penalty: 4403.827637 Iteration 0F: 2 clusters Score -186325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -182274.406250 Penalty: 8807.655273 Iteration 0F: 3 clusters Score -182274.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -184058.546875 Penalty: 8807.655273 Iteration 1F: 3 clusters Score -184058.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -186319.625000 Penalty: 8807.655273 Iteration 2F: 3 clusters Score -186319.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -187421.906250 Penalty: 8807.655273 Iteration 3F: 3 clusters Score -187421.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -187912.718750 Penalty: 8807.655273 Iteration 4Q: 3 clusters Score -187912.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -188158.765625 Penalty: 8807.655273 Iteration 5Q: 3 clusters Score -188158.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -188193.843750 Penalty: 8807.655273 Iteration 6Q: 3 clusters Score -188193.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -188215.125000 Penalty: 8807.655273 Iteration 7Q: 3 clusters Score -188215.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -188227.000000 Penalty: 8807.655273 Iteration 8Q: 3 clusters Score -188227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -188231.671875 Penalty: 8807.655273 Iteration 9Q: 3 clusters Score -188231.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -188242.562500 Penalty: 8807.655273 Iteration 10Q: 3 clusters Score -188242.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -188248.875000 Penalty: 8807.655273 Iteration 11Q: 3 clusters Score -188248.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -188259.875000 Penalty: 8807.655273 Iteration 12Q: 3 clusters Score -188259.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -188264.625000 Penalty: 8807.655273 Iteration 13Q: 3 clusters Score -188264.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -188267.375000 Penalty: 8807.655273 Iteration 14F: 3 clusters Score -188267.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -188362.125000 Penalty: 8807.655273 Iteration 15Q: 3 clusters Score -188362.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -188429.171875 Penalty: 8807.655273 Iteration 16Q: 3 clusters Score -188429.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -188452.453125 Penalty: 8807.655273 Iteration 17Q: 3 clusters Score -188452.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -188460.031250 Penalty: 8807.655273 Iteration 18Q: 3 clusters Score -188460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -188463.578125 Penalty: 8807.655273 Iteration 19Q: 3 clusters Score -188463.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -188463.578125 Penalty: 8807.655273 Iteration 20F: 3 clusters Score -188463.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 974 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 18308 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70939360.000000 Penalty: 118700.062500 Splitting cluster 9 changes total score from -70940600.000000 to -70939360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Entering Unmasked Estep Score: -1043896.562500 Penalty: 5317.743164 Iteration 0F: 2 clusters Score -1043897 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1036224.250000 Penalty: 10635.486328 Iteration 0F: 3 clusters Score -1036224 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1037500.062500 Penalty: 10635.486328 Iteration 1F: 3 clusters Score -1037500 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -1037858.062500 Penalty: 10635.486328 Iteration 2F: 3 clusters Score -1037858 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1038036.437500 Penalty: 10635.486328 Iteration 3Q: 3 clusters Score -1038036 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1038138.812500 Penalty: 10635.486328 Iteration 4Q: 3 clusters Score -1038139 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1038218.062500 Penalty: 10635.486328 Iteration 5Q: 3 clusters Score -1038218 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1038279.625000 Penalty: 10635.486328 Iteration 6Q: 3 clusters Score -1038280 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1038331.875000 Penalty: 10635.486328 Iteration 7Q: 3 clusters Score -1038332 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1038367.937500 Penalty: 10635.486328 Iteration 8Q: 3 clusters Score -1038368 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1038404.750000 Penalty: 10635.486328 Iteration 9Q: 3 clusters Score -1038405 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1038438.000000 Penalty: 10635.486328 Iteration 10Q: 3 clusters Score -1038438 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1038468.062500 Penalty: 10635.486328 Iteration 11Q: 3 clusters Score -1038468 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1038501.125000 Penalty: 10635.486328 Iteration 12Q: 3 clusters Score -1038501 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1038535.375000 Penalty: 10635.486328 Iteration 13Q: 3 clusters Score -1038535 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -1038561.125000 Penalty: 10635.486328 Iteration 14Q: 3 clusters Score -1038561 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1038585.500000 Penalty: 10635.486328 Iteration 15Q: 3 clusters Score -1038586 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1038611.500000 Penalty: 10635.486328 Iteration 16Q: 3 clusters Score -1038612 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1038626.250000 Penalty: 10635.486328 Iteration 17Q: 3 clusters Score -1038626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1038637.937500 Penalty: 10635.486328 Iteration 18Q: 3 clusters Score -1038638 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1038650.000000 Penalty: 10635.486328 Iteration 19Q: 3 clusters Score -1038650 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1038662.750000 Penalty: 10635.486328 Iteration 20F: 3 clusters Score -1038663 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1038669.625000 Penalty: 10635.486328 Iteration 21Q: 3 clusters Score -1038670 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1038682.000000 Penalty: 10635.486328 Iteration 22Q: 3 clusters Score -1038682 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1038694.687500 Penalty: 10635.486328 Iteration 23Q: 3 clusters Score -1038695 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1038707.125000 Penalty: 10635.486328 Iteration 24Q: 3 clusters Score -1038707 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1038719.437500 Penalty: 10635.486328 Iteration 25Q: 3 clusters Score -1038719 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1038732.687500 Penalty: 10635.486328 Iteration 26Q: 3 clusters Score -1038733 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1038736.687500 Penalty: 10635.486328 Iteration 27Q: 3 clusters Score -1038737 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1038740.312500 Penalty: 10635.486328 Iteration 28Q: 3 clusters Score -1038740 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1038746.250000 Penalty: 10635.486328 Iteration 29Q: 3 clusters Score -1038746 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1038754.125000 Penalty: 10635.486328 Iteration 30Q: 3 clusters Score -1038754 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1038762.062500 Penalty: 10635.486328 Iteration 31Q: 3 clusters Score -1038762 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1038772.062500 Penalty: 10635.486328 Iteration 32Q: 3 clusters Score -1038772 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1038777.687500 Penalty: 10635.486328 Iteration 33Q: 3 clusters Score -1038778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1038784.187500 Penalty: 10635.486328 Iteration 34Q: 3 clusters Score -1038784 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1038789.250000 Penalty: 10635.486328 Iteration 35Q: 3 clusters Score -1038789 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1038796.312500 Penalty: 10635.486328 Iteration 36Q: 3 clusters Score -1038796 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1038805.812500 Penalty: 10635.486328 Iteration 37Q: 3 clusters Score -1038806 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1038813.750000 Penalty: 10635.486328 Iteration 38Q: 3 clusters Score -1038814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1038823.312500 Penalty: 10635.486328 Iteration 39Q: 3 clusters Score -1038823 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -1038830.375000 Penalty: 10635.486328 Iteration 40F: 3 clusters Score -1038830 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1038836.562500 Penalty: 10635.486328 Iteration 41Q: 3 clusters Score -1038837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1038841.937500 Penalty: 10635.486328 Iteration 42Q: 3 clusters Score -1038842 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1038853.000000 Penalty: 10635.486328 Iteration 43Q: 3 clusters Score -1038853 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1038863.250000 Penalty: 10635.486328 Iteration 44Q: 3 clusters Score -1038863 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1038872.875000 Penalty: 10635.486328 Iteration 45Q: 3 clusters Score -1038873 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1038879.937500 Penalty: 10635.486328 Iteration 46Q: 3 clusters Score -1038880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1038893.750000 Penalty: 10635.486328 Iteration 47Q: 3 clusters Score -1038894 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1038910.937500 Penalty: 10635.486328 Iteration 48Q: 3 clusters Score -1038911 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1038921.500000 Penalty: 10635.486328 Iteration 49Q: 3 clusters Score -1038922 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1038937.375000 Penalty: 10635.486328 Iteration 50Q: 3 clusters Score -1038937 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1038948.125000 Penalty: 10635.486328 Iteration 51Q: 3 clusters Score -1038948 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1038961.187500 Penalty: 10635.486328 Iteration 52Q: 3 clusters Score -1038961 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1038975.062500 Penalty: 10635.486328 Iteration 53Q: 3 clusters Score -1038975 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1038983.187500 Penalty: 10635.486328 Iteration 54Q: 3 clusters Score -1038983 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1038991.437500 Penalty: 10635.486328 Iteration 55Q: 3 clusters Score -1038991 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1038997.937500 Penalty: 10635.486328 Iteration 56Q: 3 clusters Score -1038998 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1039007.562500 Penalty: 10635.486328 Iteration 57Q: 3 clusters Score -1039008 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1039023.437500 Penalty: 10635.486328 Iteration 58Q: 3 clusters Score -1039023 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1039040.000000 Penalty: 10635.486328 Iteration 59Q: 3 clusters Score -1039040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1039052.937500 Penalty: 10635.486328 Iteration 60F: 3 clusters Score -1039053 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1039061.062500 Penalty: 10635.486328 Iteration 61Q: 3 clusters Score -1039061 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1039067.500000 Penalty: 10635.486328 Iteration 62Q: 3 clusters Score -1039068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1039074.625000 Penalty: 10635.486328 Iteration 63Q: 3 clusters Score -1039075 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1039078.500000 Penalty: 10635.486328 Iteration 64Q: 3 clusters Score -1039078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1039082.750000 Penalty: 10635.486328 Iteration 65Q: 3 clusters Score -1039083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1039086.437500 Penalty: 10635.486328 Iteration 66Q: 3 clusters Score -1039086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1039086.250000 Penalty: 10635.486328 Iteration 67Q: 3 clusters Score -1039086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1039090.562500 Penalty: 10635.486328 Iteration 68Q: 3 clusters Score -1039091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1039091.500000 Penalty: 10635.486328 Iteration 69Q: 3 clusters Score -1039092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1039095.437500 Penalty: 10635.486328 Iteration 70Q: 3 clusters Score -1039095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1039099.437500 Penalty: 10635.486328 Iteration 71Q: 3 clusters Score -1039099 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1039102.812500 Penalty: 10635.486328 Iteration 72Q: 3 clusters Score -1039103 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1039110.812500 Penalty: 10635.486328 Iteration 73Q: 3 clusters Score -1039111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1039113.250000 Penalty: 10635.486328 Iteration 74Q: 3 clusters Score -1039113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1039115.812500 Penalty: 10635.486328 Iteration 75Q: 3 clusters Score -1039116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1039116.875000 Penalty: 10635.486328 Iteration 76Q: 3 clusters Score -1039117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1039120.625000 Penalty: 10635.486328 Iteration 77Q: 3 clusters Score -1039121 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1039122.000000 Penalty: 10635.486328 Iteration 78Q: 3 clusters Score -1039122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1039122.687500 Penalty: 10635.486328 Iteration 79Q: 3 clusters Score -1039123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1039123.375000 Penalty: 10635.486328 Iteration 80F: 3 clusters Score -1039123 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (18308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Entering Unmasked Estep Score: -3124125.250000 Penalty: 6011.744629 Iteration 0F: 2 clusters Score -3124125 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -3108650.500000 Penalty: 12023.489258 Iteration 0F: 3 clusters Score -3108650 nChanged 7358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -3112806.250000 Penalty: 12023.489258 Iteration 1F: 3 clusters Score -3112806 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -3113787.000000 Penalty: 12023.489258 Iteration 2F: 3 clusters Score -3113787 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -3114860.500000 Penalty: 12023.489258 Iteration 3F: 3 clusters Score -3114860 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -3116354.000000 Penalty: 12023.489258 Iteration 4F: 3 clusters Score -3116354 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -3118249.750000 Penalty: 12023.489258 Iteration 5F: 3 clusters Score -3118250 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -3119837.500000 Penalty: 12023.489258 Iteration 6F: 3 clusters Score -3119838 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -3121081.250000 Penalty: 12023.489258 Iteration 7F: 3 clusters Score -3121081 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -3122134.500000 Penalty: 12023.489258 Iteration 8F: 3 clusters Score -3122134 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -3123321.750000 Penalty: 12023.489258 Iteration 9Q: 3 clusters Score -3123322 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -3124760.500000 Penalty: 12023.489258 Iteration 10Q: 3 clusters Score -3124760 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -3126051.250000 Penalty: 12023.489258 Iteration 11Q: 3 clusters Score -3126051 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -3126551.250000 Penalty: 12023.489258 Iteration 12Q: 3 clusters Score -3126551 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -3126709.000000 Penalty: 12023.489258 Iteration 13Q: 3 clusters Score -3126709 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -3126787.250000 Penalty: 12023.489258 Iteration 14Q: 3 clusters Score -3126787 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -3126825.000000 Penalty: 12023.489258 Iteration 15Q: 3 clusters Score -3126825 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -3126867.250000 Penalty: 12023.489258 Iteration 16Q: 3 clusters Score -3126867 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -3126886.500000 Penalty: 12023.489258 Iteration 17Q: 3 clusters Score -3126886 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -3126907.750000 Penalty: 12023.489258 Iteration 18Q: 3 clusters Score -3126908 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -3126929.000000 Penalty: 12023.489258 Iteration 19Q: 3 clusters Score -3126929 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -3126962.500000 Penalty: 12023.489258 Iteration 20F: 3 clusters Score -3126962 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -3126969.000000 Penalty: 12023.489258 Iteration 21Q: 3 clusters Score -3126969 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -3126978.750000 Penalty: 12023.489258 Iteration 22Q: 3 clusters Score -3126979 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -3126986.500000 Penalty: 12023.489258 Iteration 23Q: 3 clusters Score -3126986 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -3126988.250000 Penalty: 12023.489258 Iteration 24Q: 3 clusters Score -3126988 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -3126986.500000 Penalty: 12023.489258 Iteration 25Q: 3 clusters Score -3126986 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -3126990.000000 Penalty: 12023.489258 Iteration 26Q: 3 clusters Score -3126990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -3126993.750000 Penalty: 12023.489258 Iteration 27Q: 3 clusters Score -3126994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -3126990.250000 Penalty: 12023.489258 Iteration 28Q: 3 clusters Score -3126990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -3126993.000000 Penalty: 12023.489258 Iteration 29Q: 3 clusters Score -3126993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -3126993.000000 Penalty: 12023.489258 Iteration 30F: 3 clusters Score -3126993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70941536.000000 Penalty: 118700.062500 Splitting cluster 11 changes total score from -70940600.000000 to -70941536.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 12 (98828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98828 members Entering Unmasked Estep Score: -17609408.000000 Penalty: 7044.445801 Iteration 0F: 2 clusters Score -1.760941e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49376 members Mstep: Class 2 contains 49452 members Entering Unmasked Estep Score: -17541684.000000 Penalty: 14088.891602 Iteration 0F: 3 clusters Score -1.754168e+07 nChanged 45442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48874 members Mstep: Class 2 contains 49954 members Entering Unmasked Estep Score: -17566512.000000 Penalty: 14088.891602 Iteration 1F: 3 clusters Score -1.756651e+07 nChanged 3909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48585 members Mstep: Class 2 contains 50243 members Entering Unmasked Estep Score: -17567572.000000 Penalty: 14088.891602 Iteration 2Q: 3 clusters Score -1.756757e+07 nChanged 3582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48297 members Mstep: Class 2 contains 50531 members Entering Unmasked Estep Score: -17568586.000000 Penalty: 14088.891602 Iteration 3Q: 3 clusters Score -1.756859e+07 nChanged 3602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48025 members Mstep: Class 2 contains 50803 members Entering Unmasked Estep Score: -17569932.000000 Penalty: 14088.891602 Iteration 4Q: 3 clusters Score -1.756993e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47921 members Mstep: Class 2 contains 50907 members Entering Unmasked Estep Score: -17571696.000000 Penalty: 14088.891602 Iteration 5Q: 3 clusters Score -1.75717e+07 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48168 members Mstep: Class 2 contains 50660 members Entering Unmasked Estep Score: -17573992.000000 Penalty: 14088.891602 Iteration 6Q: 3 clusters Score -1.757399e+07 nChanged 5130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48928 members Mstep: Class 2 contains 49900 members Entering Unmasked Estep Score: -17576598.000000 Penalty: 14088.891602 Iteration 7F: 3 clusters Score -1.75766e+07 nChanged 5381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50285 members Mstep: Class 2 contains 48543 members Entering Unmasked Estep Score: -17579210.000000 Penalty: 14088.891602 Iteration 8F: 3 clusters Score -1.757921e+07 nChanged 5292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52281 members Mstep: Class 2 contains 46547 members Entering Unmasked Estep Score: -17581522.000000 Penalty: 14088.891602 Iteration 9F: 3 clusters Score -1.758152e+07 nChanged 4909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54758 members Mstep: Class 2 contains 44070 members Entering Unmasked Estep Score: -17583520.000000 Penalty: 14088.891602 Iteration 10Q: 3 clusters Score -1.758352e+07 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57571 members Mstep: Class 2 contains 41257 members Entering Unmasked Estep Score: -17585406.000000 Penalty: 14088.891602 Iteration 11Q: 3 clusters Score -1.758541e+07 nChanged 4061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 38172 members Entering Unmasked Estep Score: -17587012.000000 Penalty: 14088.891602 Iteration 12Q: 3 clusters Score -1.758701e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64059 members Mstep: Class 2 contains 34769 members Entering Unmasked Estep Score: -17588674.000000 Penalty: 14088.891602 Iteration 13Q: 3 clusters Score -1.758867e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67722 members Mstep: Class 2 contains 31106 members Entering Unmasked Estep Score: -17590494.000000 Penalty: 14088.891602 Iteration 14Q: 3 clusters Score -1.759049e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71662 members Mstep: Class 2 contains 27166 members Entering Unmasked Estep Score: -17592450.000000 Penalty: 14088.891602 Iteration 15Q: 3 clusters Score -1.759245e+07 nChanged 4181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75829 members Mstep: Class 2 contains 22999 members Entering Unmasked Estep Score: -17594688.000000 Penalty: 14088.891602 Iteration 16Q: 3 clusters Score -1.759469e+07 nChanged 4140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79959 members Mstep: Class 2 contains 18869 members Entering Unmasked Estep Score: -17597180.000000 Penalty: 14088.891602 Iteration 17Q: 3 clusters Score -1.759718e+07 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83704 members Mstep: Class 2 contains 15124 members Entering Unmasked Estep Score: -17599390.000000 Penalty: 14088.891602 Iteration 18Q: 3 clusters Score -1.759939e+07 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86884 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -17601578.000000 Penalty: 14088.891602 Iteration 19Q: 3 clusters Score -1.760158e+07 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89313 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -17602864.000000 Penalty: 14088.891602 Iteration 20F: 3 clusters Score -1.760286e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91113 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -17603896.000000 Penalty: 14088.891602 Iteration 21Q: 3 clusters Score -1.76039e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92375 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -17604578.000000 Penalty: 14088.891602 Iteration 22Q: 3 clusters Score -1.760458e+07 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93235 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -17604976.000000 Penalty: 14088.891602 Iteration 23Q: 3 clusters Score -1.760498e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93744 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -17605126.000000 Penalty: 14088.891602 Iteration 24Q: 3 clusters Score -1.760513e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94123 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -17605192.000000 Penalty: 14088.891602 Iteration 25Q: 3 clusters Score -1.760519e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94398 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -17605262.000000 Penalty: 14088.891602 Iteration 26Q: 3 clusters Score -1.760526e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94590 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -17605312.000000 Penalty: 14088.891602 Iteration 27Q: 3 clusters Score -1.760531e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94735 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -17605394.000000 Penalty: 14088.891602 Iteration 28Q: 3 clusters Score -1.760539e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94835 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -17605438.000000 Penalty: 14088.891602 Iteration 29Q: 3 clusters Score -1.760544e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94915 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -17605458.000000 Penalty: 14088.891602 Iteration 30Q: 3 clusters Score -1.760546e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94970 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -17605474.000000 Penalty: 14088.891602 Iteration 31Q: 3 clusters Score -1.760547e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95018 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -17605482.000000 Penalty: 14088.891602 Iteration 32Q: 3 clusters Score -1.760548e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95056 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -17605512.000000 Penalty: 14088.891602 Iteration 33Q: 3 clusters Score -1.760551e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95094 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -17605496.000000 Penalty: 14088.891602 Iteration 34Q: 3 clusters Score -1.76055e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95130 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -17605468.000000 Penalty: 14088.891602 Iteration 35Q: 3 clusters Score -1.760547e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95163 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -17605504.000000 Penalty: 14088.891602 Iteration 36Q: 3 clusters Score -1.76055e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95188 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -17605516.000000 Penalty: 14088.891602 Iteration 37Q: 3 clusters Score -1.760552e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95207 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -17605526.000000 Penalty: 14088.891602 Iteration 38Q: 3 clusters Score -1.760553e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95227 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -17605540.000000 Penalty: 14088.891602 Iteration 39Q: 3 clusters Score -1.760554e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95245 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -17605566.000000 Penalty: 14088.891602 Iteration 40F: 3 clusters Score -1.760557e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95255 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -17605584.000000 Penalty: 14088.891602 Iteration 41Q: 3 clusters Score -1.760558e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95259 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -17605586.000000 Penalty: 14088.891602 Iteration 42Q: 3 clusters Score -1.760559e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95264 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -17605584.000000 Penalty: 14088.891602 Iteration 43Q: 3 clusters Score -1.760558e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95271 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -17605590.000000 Penalty: 14088.891602 Iteration 44Q: 3 clusters Score -1.760559e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95276 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -17605598.000000 Penalty: 14088.891602 Iteration 45Q: 3 clusters Score -1.76056e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95277 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -17605584.000000 Penalty: 14088.891602 Iteration 46Q: 3 clusters Score -1.760558e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95279 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -17605586.000000 Penalty: 14088.891602 Iteration 47Q: 3 clusters Score -1.760559e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95280 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -17605588.000000 Penalty: 14088.891602 Iteration 48Q: 3 clusters Score -1.760559e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95280 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -17605588.000000 Penalty: 14088.891602 Iteration 49F: 3 clusters Score -1.760559e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Entering Unmasked Estep Score: -221752.671875 Penalty: 4453.066406 Iteration 0F: 2 clusters Score -221752.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -217407.890625 Penalty: 8906.132812 Iteration 0F: 3 clusters Score -217407.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -218134.250000 Penalty: 8906.132812 Iteration 1F: 3 clusters Score -218134.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -218377.687500 Penalty: 8906.132812 Iteration 2F: 3 clusters Score -218377.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -218513.171875 Penalty: 8906.132812 Iteration 3Q: 3 clusters Score -218513.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -218660.484375 Penalty: 8906.132812 Iteration 4Q: 3 clusters Score -218660.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -218950.031250 Penalty: 8906.132812 Iteration 5Q: 3 clusters Score -218950 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -219344.281250 Penalty: 8906.132812 Iteration 6Q: 3 clusters Score -219344.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -219673.531250 Penalty: 8906.132812 Iteration 7Q: 3 clusters Score -219673.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -219912.031250 Penalty: 8906.132812 Iteration 8Q: 3 clusters Score -219912 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -220106.984375 Penalty: 8906.132812 Iteration 9Q: 3 clusters Score -220107 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -220302.375000 Penalty: 8906.132812 Iteration 10Q: 3 clusters Score -220302.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -220541.921875 Penalty: 8906.132812 Iteration 11Q: 3 clusters Score -220541.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -220785.343750 Penalty: 8906.132812 Iteration 12Q: 3 clusters Score -220785.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -220933.828125 Penalty: 8906.132812 Iteration 13Q: 3 clusters Score -220933.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -221040.140625 Penalty: 8906.132812 Iteration 14Q: 3 clusters Score -221040.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -221074.968750 Penalty: 8906.132812 Iteration 15Q: 3 clusters Score -221075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -221118.171875 Penalty: 8906.132812 Iteration 16Q: 3 clusters Score -221118.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -221172.453125 Penalty: 8906.132812 Iteration 17Q: 3 clusters Score -221172.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -221239.984375 Penalty: 8906.132812 Iteration 18Q: 3 clusters Score -221240 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -221294.437500 Penalty: 8906.132812 Iteration 19Q: 3 clusters Score -221294.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -221352.437500 Penalty: 8906.132812 Iteration 20F: 3 clusters Score -221352.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -221413.765625 Penalty: 8906.132812 Iteration 21Q: 3 clusters Score -221413.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -221436.875000 Penalty: 8906.132812 Iteration 22Q: 3 clusters Score -221436.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -221468.578125 Penalty: 8906.132812 Iteration 23Q: 3 clusters Score -221468.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -221515.828125 Penalty: 8906.132812 Iteration 24Q: 3 clusters Score -221515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -221555.500000 Penalty: 8906.132812 Iteration 25Q: 3 clusters Score -221555.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -221618.500000 Penalty: 8906.132812 Iteration 26Q: 3 clusters Score -221618.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -221633.750000 Penalty: 8906.132812 Iteration 27Q: 3 clusters Score -221633.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -221654.218750 Penalty: 8906.132812 Iteration 28Q: 3 clusters Score -221654.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -221801.046875 Penalty: 8906.132812 Iteration 29Q: 3 clusters Score -221801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -221807.140625 Penalty: 8906.132812 Iteration 30Q: 3 clusters Score -221807.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -221807.140625 Penalty: 8906.132812 Iteration 31F: 3 clusters Score -221807.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 1027 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 410 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70938096.000000 Penalty: 126613.406250 Splitting cluster 14 changes total score from -70940600.000000 to -70938096.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (1361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Entering Unmasked Estep Score: -223154.812500 Penalty: 4419.784668 Iteration 0F: 2 clusters Score -223154.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -218750.953125 Penalty: 8839.569336 Iteration 0F: 3 clusters Score -218751 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -219268.250000 Penalty: 8839.569336 Iteration 1F: 3 clusters Score -219268.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -219430.046875 Penalty: 8839.569336 Iteration 2Q: 3 clusters Score -219430 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -219887.921875 Penalty: 8839.569336 Iteration 3Q: 3 clusters Score -219887.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -220426.890625 Penalty: 8839.569336 Iteration 4Q: 3 clusters Score -220426.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -220829.781250 Penalty: 8839.569336 Iteration 5F: 3 clusters Score -220829.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -221165.500000 Penalty: 8839.569336 Iteration 6F: 3 clusters Score -221165.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -221434.875000 Penalty: 8839.569336 Iteration 7Q: 3 clusters Score -221434.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -221598.812500 Penalty: 8839.569336 Iteration 8Q: 3 clusters Score -221598.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -221753.265625 Penalty: 8839.569336 Iteration 9Q: 3 clusters Score -221753.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -221878.015625 Penalty: 8839.569336 Iteration 10Q: 3 clusters Score -221878 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -221966.484375 Penalty: 8839.569336 Iteration 11Q: 3 clusters Score -221966.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -222080.781250 Penalty: 8839.569336 Iteration 12Q: 3 clusters Score -222080.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -222160.140625 Penalty: 8839.569336 Iteration 13Q: 3 clusters Score -222160.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -222221.406250 Penalty: 8839.569336 Iteration 14Q: 3 clusters Score -222221.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -222281.109375 Penalty: 8839.569336 Iteration 15Q: 3 clusters Score -222281.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -222377.484375 Penalty: 8839.569336 Iteration 16Q: 3 clusters Score -222377.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -222479.937500 Penalty: 8839.569336 Iteration 17Q: 3 clusters Score -222479.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -222535.875000 Penalty: 8839.569336 Iteration 18Q: 3 clusters Score -222535.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -222608.703125 Penalty: 8839.569336 Iteration 19Q: 3 clusters Score -222608.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -222667.218750 Penalty: 8839.569336 Iteration 20F: 3 clusters Score -222667.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -222739.171875 Penalty: 8839.569336 Iteration 21Q: 3 clusters Score -222739.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -222817.312500 Penalty: 8839.569336 Iteration 22Q: 3 clusters Score -222817.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -222898.468750 Penalty: 8839.569336 Iteration 23Q: 3 clusters Score -222898.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -223023.109375 Penalty: 8839.569336 Iteration 24Q: 3 clusters Score -223023.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -223100.343750 Penalty: 8839.569336 Iteration 25Q: 3 clusters Score -223100.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -223163.203125 Penalty: 8839.569336 Iteration 26Q: 3 clusters Score -223163.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -223201.875000 Penalty: 8839.569336 Iteration 27Q: 3 clusters Score -223201.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -223231.921875 Penalty: 8839.569336 Iteration 28Q: 3 clusters Score -223231.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -223252.671875 Penalty: 8839.569336 Iteration 29Q: 3 clusters Score -223252.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -223263.531250 Penalty: 8839.569336 Iteration 30Q: 3 clusters Score -223263.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -223271.421875 Penalty: 8839.569336 Iteration 31Q: 3 clusters Score -223271.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -223271.421875 Penalty: 8839.569336 Iteration 32F: 3 clusters Score -223271.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 597 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 764 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70938352.000000 Penalty: 126613.406250 Splitting cluster 16 changes total score from -70940600.000000 to -70938352.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (26026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Entering Unmasked Estep Score: -4476213.000000 Penalty: 6227.196289 Iteration 0F: 2 clusters Score -4476213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -4455926.500000 Penalty: 12454.392578 Iteration 0F: 3 clusters Score -4455926 nChanged 10986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12833 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -4462612.500000 Penalty: 12454.392578 Iteration 1F: 3 clusters Score -4462612 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -4465046.500000 Penalty: 12454.392578 Iteration 2F: 3 clusters Score -4465046 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -4467312.500000 Penalty: 12454.392578 Iteration 3F: 3 clusters Score -4467312 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -4468768.500000 Penalty: 12454.392578 Iteration 4F: 3 clusters Score -4468768 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -4469839.000000 Penalty: 12454.392578 Iteration 5F: 3 clusters Score -4469839 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10784 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -4470665.500000 Penalty: 12454.392578 Iteration 6F: 3 clusters Score -4470666 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -4471474.000000 Penalty: 12454.392578 Iteration 7F: 3 clusters Score -4471474 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 17375 members Entering Unmasked Estep Score: -4472363.500000 Penalty: 12454.392578 Iteration 8F: 3 clusters Score -4472364 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 18601 members Entering Unmasked Estep Score: -4473271.000000 Penalty: 12454.392578 Iteration 9F: 3 clusters Score -4473271 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -4474127.500000 Penalty: 12454.392578 Iteration 10Q: 3 clusters Score -4474128 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 20773 members Entering Unmasked Estep Score: -4474877.000000 Penalty: 12454.392578 Iteration 11Q: 3 clusters Score -4474877 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 21636 members Entering Unmasked Estep Score: -4475478.500000 Penalty: 12454.392578 Iteration 12Q: 3 clusters Score -4475478 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 22234 members Entering Unmasked Estep Score: -4475880.000000 Penalty: 12454.392578 Iteration 13Q: 3 clusters Score -4475880 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 22666 members Entering Unmasked Estep Score: -4476142.500000 Penalty: 12454.392578 Iteration 14Q: 3 clusters Score -4476142 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 22930 members Entering Unmasked Estep Score: -4476276.500000 Penalty: 12454.392578 Iteration 15Q: 3 clusters Score -4476276 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 23126 members Entering Unmasked Estep Score: -4476382.500000 Penalty: 12454.392578 Iteration 16Q: 3 clusters Score -4476382 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 23242 members Entering Unmasked Estep Score: -4476441.500000 Penalty: 12454.392578 Iteration 17Q: 3 clusters Score -4476442 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 23324 members Entering Unmasked Estep Score: -4476475.500000 Penalty: 12454.392578 Iteration 18Q: 3 clusters Score -4476476 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 23377 members Entering Unmasked Estep Score: -4476495.500000 Penalty: 12454.392578 Iteration 19Q: 3 clusters Score -4476496 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -4476570.500000 Penalty: 12454.392578 Iteration 20F: 3 clusters Score -4476570 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 23425 members Entering Unmasked Estep Score: -4476605.500000 Penalty: 12454.392578 Iteration 21Q: 3 clusters Score -4476606 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 23452 members Entering Unmasked Estep Score: -4476596.000000 Penalty: 12454.392578 Iteration 22Q: 3 clusters Score -4476596 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 23469 members Entering Unmasked Estep Score: -4476616.500000 Penalty: 12454.392578 Iteration 23Q: 3 clusters Score -4476616 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -4476607.500000 Penalty: 12454.392578 Iteration 24Q: 3 clusters Score -4476608 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 23490 members Entering Unmasked Estep Score: -4476621.000000 Penalty: 12454.392578 Iteration 25Q: 3 clusters Score -4476621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -4476625.000000 Penalty: 12454.392578 Iteration 26Q: 3 clusters Score -4476625 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 23501 members Entering Unmasked Estep Score: -4476624.500000 Penalty: 12454.392578 Iteration 27Q: 3 clusters Score -4476624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 23506 members Entering Unmasked Estep Score: -4476622.500000 Penalty: 12454.392578 Iteration 28Q: 3 clusters Score -4476622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 23511 members Entering Unmasked Estep Score: -4476626.000000 Penalty: 12454.392578 Iteration 29Q: 3 clusters Score -4476626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 23515 members Entering Unmasked Estep Score: -4476622.000000 Penalty: 12454.392578 Iteration 30Q: 3 clusters Score -4476622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 23518 members Entering Unmasked Estep Score: -4476623.500000 Penalty: 12454.392578 Iteration 31Q: 3 clusters Score -4476624 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 23522 members Entering Unmasked Estep Score: -4476635.500000 Penalty: 12454.392578 Iteration 32Q: 3 clusters Score -4476636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -4476633.500000 Penalty: 12454.392578 Iteration 33Q: 3 clusters Score -4476634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 23527 members Entering Unmasked Estep Score: -4476639.500000 Penalty: 12454.392578 Iteration 34Q: 3 clusters Score -4476640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 23527 members Entering Unmasked Estep Score: -4476643.000000 Penalty: 12454.392578 Iteration 35Q: 3 clusters Score -4476643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 23527 members Entering Unmasked Estep Score: -4476643.000000 Penalty: 12454.392578 Iteration 36F: 3 clusters Score -4476643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 23527 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 2499 members Mstep: Class 18 contains 2639 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70940088.000000 Penalty: 126613.406250 Splitting cluster 17 changes total score from -70940600.000000 to -70940088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (2639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Entering Unmasked Estep Score: -381919.812500 Penalty: 4825.370117 Iteration 0F: 2 clusters Score -381919.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -376848.812500 Penalty: 9650.740234 Iteration 0F: 3 clusters Score -376848.8 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -379746.000000 Penalty: 9650.740234 Iteration 1F: 3 clusters Score -379746 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -382639.750000 Penalty: 9650.740234 Iteration 2F: 3 clusters Score -382639.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -383935.968750 Penalty: 9650.740234 Iteration 3F: 3 clusters Score -383936 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -384794.687500 Penalty: 9650.740234 Iteration 4F: 3 clusters Score -384794.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -385260.375000 Penalty: 9650.740234 Iteration 5Q: 3 clusters Score -385260.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -385817.156250 Penalty: 9650.740234 Iteration 6Q: 3 clusters Score -385817.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -386392.937500 Penalty: 9650.740234 Iteration 7Q: 3 clusters Score -386392.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -386750.218750 Penalty: 9650.740234 Iteration 8Q: 3 clusters Score -386750.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -386965.468750 Penalty: 9650.740234 Iteration 9Q: 3 clusters Score -386965.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -387096.437500 Penalty: 9650.740234 Iteration 10Q: 3 clusters Score -387096.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -387205.468750 Penalty: 9650.740234 Iteration 11Q: 3 clusters Score -387205.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -387312.500000 Penalty: 9650.740234 Iteration 12Q: 3 clusters Score -387312.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -387496.812500 Penalty: 9650.740234 Iteration 13Q: 3 clusters Score -387496.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -387714.750000 Penalty: 9650.740234 Iteration 14Q: 3 clusters Score -387714.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -387886.156250 Penalty: 9650.740234 Iteration 15Q: 3 clusters Score -387886.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -387978.093750 Penalty: 9650.740234 Iteration 16Q: 3 clusters Score -387978.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -388080.125000 Penalty: 9650.740234 Iteration 17Q: 3 clusters Score -388080.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -388134.000000 Penalty: 9650.740234 Iteration 18Q: 3 clusters Score -388134 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -388168.375000 Penalty: 9650.740234 Iteration 19Q: 3 clusters Score -388168.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -388351.375000 Penalty: 9650.740234 Iteration 20F: 3 clusters Score -388351.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -388878.593750 Penalty: 9650.740234 Iteration 21Q: 3 clusters Score -388878.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -389751.281250 Penalty: 9650.740234 Iteration 22Q: 3 clusters Score -389751.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -390423.312500 Penalty: 9650.740234 Iteration 23Q: 3 clusters Score -390423.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -390906.656250 Penalty: 9650.740234 Iteration 24Q: 3 clusters Score -390906.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -391123.343750 Penalty: 9650.740234 Iteration 25Q: 3 clusters Score -391123.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -391295.031250 Penalty: 9650.740234 Iteration 26Q: 3 clusters Score -391295 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -391380.093750 Penalty: 9650.740234 Iteration 27Q: 3 clusters Score -391380.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -391439.750000 Penalty: 9650.740234 Iteration 28Q: 3 clusters Score -391439.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -391462.562500 Penalty: 9650.740234 Iteration 29Q: 3 clusters Score -391462.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -391500.281250 Penalty: 9650.740234 Iteration 30Q: 3 clusters Score -391500.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -391508.625000 Penalty: 9650.740234 Iteration 31Q: 3 clusters Score -391508.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -391518.968750 Penalty: 9650.740234 Iteration 32Q: 3 clusters Score -391519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -391520.437500 Penalty: 9650.740234 Iteration 33Q: 3 clusters Score -391520.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -391587.687500 Penalty: 9650.740234 Iteration 34F: 3 clusters Score -391587.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -391822.906250 Penalty: 9650.740234 Iteration 35Q: 3 clusters Score -391822.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -392329.093750 Penalty: 9650.740234 Iteration 36Q: 3 clusters Score -392329.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -392967.875000 Penalty: 9650.740234 Iteration 37Q: 3 clusters Score -392967.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -393106.281250 Penalty: 9650.740234 Iteration 38Q: 3 clusters Score -393106.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -393112.468750 Penalty: 9650.740234 Iteration 39Q: 3 clusters Score -393112.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -393127.718750 Penalty: 9650.740234 Iteration 40F: 3 clusters Score -393127.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -393158.156250 Penalty: 9650.740234 Iteration 41Q: 3 clusters Score -393158.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -393195.250000 Penalty: 9650.740234 Iteration 42Q: 3 clusters Score -393195.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -393199.843750 Penalty: 9650.740234 Iteration 43Q: 3 clusters Score -393199.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -393201.218750 Penalty: 9650.740234 Iteration 44F: 3 clusters Score -393201.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -393207.000000 Penalty: 9650.740234 Iteration 45Q: 3 clusters Score -393207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -393207.000000 Penalty: 9650.740234 Iteration 46F: 3 clusters Score -393207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 1113 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 1526 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 22370 members Entering Unmasked Estep Score: -70949696.000000 Penalty: 126613.406250 Splitting cluster 18 changes total score from -70940600.000000 to -70949696.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 19 (151633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151633 members Entering Unmasked Estep Score: -26747320.000000 Penalty: 7306.645996 Iteration 0F: 2 clusters Score -2.674732e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76061 members Mstep: Class 2 contains 75572 members Entering Unmasked Estep Score: -26644534.000000 Penalty: 14613.291992 Iteration 0F: 3 clusters Score -2.664453e+07 nChanged 70580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78407 members Mstep: Class 2 contains 73226 members Entering Unmasked Estep Score: -26684480.000000 Penalty: 14613.291992 Iteration 1F: 3 clusters Score -2.668448e+07 nChanged 5938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79805 members Mstep: Class 2 contains 71828 members Entering Unmasked Estep Score: -26685894.000000 Penalty: 14613.291992 Iteration 2Q: 3 clusters Score -2.668589e+07 nChanged 5742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81835 members Mstep: Class 2 contains 69798 members Entering Unmasked Estep Score: -26687540.000000 Penalty: 14613.291992 Iteration 3Q: 3 clusters Score -2.668754e+07 nChanged 5956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84753 members Mstep: Class 2 contains 66880 members Entering Unmasked Estep Score: -26689536.000000 Penalty: 14613.291992 Iteration 4Q: 3 clusters Score -2.668954e+07 nChanged 6423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88768 members Mstep: Class 2 contains 62865 members Entering Unmasked Estep Score: -26691950.000000 Penalty: 14613.291992 Iteration 5Q: 3 clusters Score -2.669195e+07 nChanged 7168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94316 members Mstep: Class 2 contains 57317 members Entering Unmasked Estep Score: -26695498.000000 Penalty: 14613.291992 Iteration 6Q: 3 clusters Score -2.66955e+07 nChanged 8358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101750 members Mstep: Class 2 contains 49883 members Entering Unmasked Estep Score: -26700440.000000 Penalty: 14613.291992 Iteration 7F: 3 clusters Score -2.670044e+07 nChanged 9699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110987 members Mstep: Class 2 contains 40646 members Entering Unmasked Estep Score: -26707110.000000 Penalty: 14613.291992 Iteration 8F: 3 clusters Score -2.670711e+07 nChanged 10556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121353 members Mstep: Class 2 contains 30280 members Entering Unmasked Estep Score: -26715624.000000 Penalty: 14613.291992 Iteration 9F: 3 clusters Score -2.671562e+07 nChanged 10089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131328 members Mstep: Class 2 contains 20305 members Entering Unmasked Estep Score: -26724574.000000 Penalty: 14613.291992 Iteration 10F: 3 clusters Score -2.672457e+07 nChanged 7494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138696 members Mstep: Class 2 contains 12937 members Entering Unmasked Estep Score: -26731798.000000 Penalty: 14613.291992 Iteration 11Q: 3 clusters Score -2.67318e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142899 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -26735754.000000 Penalty: 14613.291992 Iteration 12Q: 3 clusters Score -2.673575e+07 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145267 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -26737802.000000 Penalty: 14613.291992 Iteration 13Q: 3 clusters Score -2.67378e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146603 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -26738958.000000 Penalty: 14613.291992 Iteration 14Q: 3 clusters Score -2.673896e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147436 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -26739638.000000 Penalty: 14613.291992 Iteration 15Q: 3 clusters Score -2.673964e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147974 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -26740124.000000 Penalty: 14613.291992 Iteration 16Q: 3 clusters Score -2.674012e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148336 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -26740488.000000 Penalty: 14613.291992 Iteration 17Q: 3 clusters Score -2.674049e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148621 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -26740786.000000 Penalty: 14613.291992 Iteration 18Q: 3 clusters Score -2.674079e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148836 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -26740912.000000 Penalty: 14613.291992 Iteration 19Q: 3 clusters Score -2.674091e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148976 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -26740958.000000 Penalty: 14613.291992 Iteration 20F: 3 clusters Score -2.674096e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149092 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -26741198.000000 Penalty: 14613.291992 Iteration 21Q: 3 clusters Score -2.67412e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149162 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -26741210.000000 Penalty: 14613.291992 Iteration 22Q: 3 clusters Score -2.674121e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149207 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -26741320.000000 Penalty: 14613.291992 Iteration 23Q: 3 clusters Score -2.674132e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149268 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -26741372.000000 Penalty: 14613.291992 Iteration 24Q: 3 clusters Score -2.674137e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149325 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -26741406.000000 Penalty: 14613.291992 Iteration 25Q: 3 clusters Score -2.674141e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149369 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -26741382.000000 Penalty: 14613.291992 Iteration 26Q: 3 clusters Score -2.674138e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149414 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -26741396.000000 Penalty: 14613.291992 Iteration 27Q: 3 clusters Score -2.67414e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149456 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -26741472.000000 Penalty: 14613.291992 Iteration 28Q: 3 clusters Score -2.674147e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149490 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -26741528.000000 Penalty: 14613.291992 Iteration 29Q: 3 clusters Score -2.674153e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149535 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -26741582.000000 Penalty: 14613.291992 Iteration 30Q: 3 clusters Score -2.674158e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149572 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -26741622.000000 Penalty: 14613.291992 Iteration 31Q: 3 clusters Score -2.674162e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149617 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -26741662.000000 Penalty: 14613.291992 Iteration 32Q: 3 clusters Score -2.674166e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149659 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -26741756.000000 Penalty: 14613.291992 Iteration 33Q: 3 clusters Score -2.674176e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149696 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -26741792.000000 Penalty: 14613.291992 Iteration 34Q: 3 clusters Score -2.674179e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149720 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -26741916.000000 Penalty: 14613.291992 Iteration 35Q: 3 clusters Score -2.674192e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149739 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -26741956.000000 Penalty: 14613.291992 Iteration 36Q: 3 clusters Score -2.674196e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149752 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -26742040.000000 Penalty: 14613.291992 Iteration 37Q: 3 clusters Score -2.674204e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149772 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -26742088.000000 Penalty: 14613.291992 Iteration 38Q: 3 clusters Score -2.674209e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149790 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -26742200.000000 Penalty: 14613.291992 Iteration 39Q: 3 clusters Score -2.67422e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149807 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -26742300.000000 Penalty: 14613.291992 Iteration 40F: 3 clusters Score -2.67423e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149825 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -26742388.000000 Penalty: 14613.291992 Iteration 41Q: 3 clusters Score -2.674239e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149814 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -26742474.000000 Penalty: 14613.291992 Iteration 42Q: 3 clusters Score -2.674247e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149781 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -26742578.000000 Penalty: 14613.291992 Iteration 43Q: 3 clusters Score -2.674258e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149740 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -26742650.000000 Penalty: 14613.291992 Iteration 44Q: 3 clusters Score -2.674265e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149701 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -26742676.000000 Penalty: 14613.291992 Iteration 45Q: 3 clusters Score -2.674268e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149648 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -26742706.000000 Penalty: 14613.291992 Iteration 46Q: 3 clusters Score -2.674271e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149608 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -26742724.000000 Penalty: 14613.291992 Iteration 47Q: 3 clusters Score -2.674272e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149571 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -26742752.000000 Penalty: 14613.291992 Iteration 48Q: 3 clusters Score -2.674275e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149542 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -26742788.000000 Penalty: 14613.291992 Iteration 49Q: 3 clusters Score -2.674279e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149502 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -26742826.000000 Penalty: 14613.291992 Iteration 50Q: 3 clusters Score -2.674283e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149473 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -26742836.000000 Penalty: 14613.291992 Iteration 51Q: 3 clusters Score -2.674284e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149450 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -26742854.000000 Penalty: 14613.291992 Iteration 52Q: 3 clusters Score -2.674285e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149421 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -26742902.000000 Penalty: 14613.291992 Iteration 53Q: 3 clusters Score -2.67429e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149399 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -26742916.000000 Penalty: 14613.291992 Iteration 54Q: 3 clusters Score -2.674292e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149365 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -26742926.000000 Penalty: 14613.291992 Iteration 55Q: 3 clusters Score -2.674293e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149340 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -26742950.000000 Penalty: 14613.291992 Iteration 56Q: 3 clusters Score -2.674295e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149328 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -26742980.000000 Penalty: 14613.291992 Iteration 57Q: 3 clusters Score -2.674298e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149314 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -26742994.000000 Penalty: 14613.291992 Iteration 58Q: 3 clusters Score -2.674299e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149300 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -26742996.000000 Penalty: 14613.291992 Iteration 59Q: 3 clusters Score -2.6743e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149290 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -26743008.000000 Penalty: 14613.291992 Iteration 60F: 3 clusters Score -2.674301e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149284 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -26742996.000000 Penalty: 14613.291992 Iteration 61Q: 3 clusters Score -2.6743e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149281 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -26743000.000000 Penalty: 14613.291992 Iteration 62Q: 3 clusters Score -2.6743e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149279 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -26742996.000000 Penalty: 14613.291992 Iteration 63Q: 3 clusters Score -2.6743e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149278 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -26742990.000000 Penalty: 14613.291992 Iteration 64Q: 3 clusters Score -2.674299e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149278 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -26742990.000000 Penalty: 14613.291992 Iteration 65F: 3 clusters Score -2.674299e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22370 members Entering Unmasked Estep Score: -3851451.000000 Penalty: 6134.479004 Iteration 0F: 2 clusters Score -3851451 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -3833534.500000 Penalty: 12268.958008 Iteration 0F: 3 clusters Score -3833534 nChanged 9250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -3838560.000000 Penalty: 12268.958008 Iteration 1F: 3 clusters Score -3838560 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -3839741.750000 Penalty: 12268.958008 Iteration 2F: 3 clusters Score -3839742 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -3841058.000000 Penalty: 12268.958008 Iteration 3F: 3 clusters Score -3841058 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11985 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -3842661.250000 Penalty: 12268.958008 Iteration 4F: 3 clusters Score -3842661 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -3844644.500000 Penalty: 12268.958008 Iteration 5F: 3 clusters Score -3844644 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 9856 members Entering Unmasked Estep Score: -3846905.250000 Penalty: 12268.958008 Iteration 6F: 3 clusters Score -3846905 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -3848613.250000 Penalty: 12268.958008 Iteration 7F: 3 clusters Score -3848613 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -3849632.250000 Penalty: 12268.958008 Iteration 8F: 3 clusters Score -3849632 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13093 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -3850175.250000 Penalty: 12268.958008 Iteration 9Q: 3 clusters Score -3850175 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -3850535.750000 Penalty: 12268.958008 Iteration 10Q: 3 clusters Score -3850536 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -3850810.000000 Penalty: 12268.958008 Iteration 11Q: 3 clusters Score -3850810 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -3851084.500000 Penalty: 12268.958008 Iteration 12Q: 3 clusters Score -3851084 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -3851268.750000 Penalty: 12268.958008 Iteration 13Q: 3 clusters Score -3851269 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -3851437.500000 Penalty: 12268.958008 Iteration 14Q: 3 clusters Score -3851438 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -3851531.250000 Penalty: 12268.958008 Iteration 15Q: 3 clusters Score -3851531 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13336 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -3851608.500000 Penalty: 12268.958008 Iteration 16Q: 3 clusters Score -3851608 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -3851641.750000 Penalty: 12268.958008 Iteration 17Q: 3 clusters Score -3851642 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -3851676.250000 Penalty: 12268.958008 Iteration 18Q: 3 clusters Score -3851676 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13353 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -3851693.000000 Penalty: 12268.958008 Iteration 19Q: 3 clusters Score -3851693 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13371 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -3851734.000000 Penalty: 12268.958008 Iteration 20F: 3 clusters Score -3851734 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13379 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -3851750.000000 Penalty: 12268.958008 Iteration 21Q: 3 clusters Score -3851750 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -3851757.500000 Penalty: 12268.958008 Iteration 22Q: 3 clusters Score -3851758 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -3851761.500000 Penalty: 12268.958008 Iteration 23Q: 3 clusters Score -3851762 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13408 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -3851756.750000 Penalty: 12268.958008 Iteration 24Q: 3 clusters Score -3851757 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13420 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -3851764.750000 Penalty: 12268.958008 Iteration 25Q: 3 clusters Score -3851765 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -3851768.000000 Penalty: 12268.958008 Iteration 26Q: 3 clusters Score -3851768 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -3851770.250000 Penalty: 12268.958008 Iteration 27Q: 3 clusters Score -3851770 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -3851772.250000 Penalty: 12268.958008 Iteration 28Q: 3 clusters Score -3851772 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 8901 members Entering Unmasked Estep Score: -3851778.750000 Penalty: 12268.958008 Iteration 29Q: 3 clusters Score -3851779 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -3851784.750000 Penalty: 12268.958008 Iteration 30Q: 3 clusters Score -3851785 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13500 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -3851806.000000 Penalty: 12268.958008 Iteration 31Q: 3 clusters Score -3851806 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -3851812.000000 Penalty: 12268.958008 Iteration 32Q: 3 clusters Score -3851812 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 8836 members Entering Unmasked Estep Score: -3851809.250000 Penalty: 12268.958008 Iteration 33Q: 3 clusters Score -3851809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -3851818.250000 Penalty: 12268.958008 Iteration 34Q: 3 clusters Score -3851818 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13563 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -3851829.000000 Penalty: 12268.958008 Iteration 35Q: 3 clusters Score -3851829 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -3851831.000000 Penalty: 12268.958008 Iteration 36Q: 3 clusters Score -3851831 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -3851832.500000 Penalty: 12268.958008 Iteration 37Q: 3 clusters Score -3851832 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -3851845.000000 Penalty: 12268.958008 Iteration 38Q: 3 clusters Score -3851845 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -3851847.000000 Penalty: 12268.958008 Iteration 39Q: 3 clusters Score -3851847 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13636 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -3851848.500000 Penalty: 12268.958008 Iteration 40F: 3 clusters Score -3851848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -3851854.000000 Penalty: 12268.958008 Iteration 41Q: 3 clusters Score -3851854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -3851864.750000 Penalty: 12268.958008 Iteration 42Q: 3 clusters Score -3851865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -3851865.250000 Penalty: 12268.958008 Iteration 43Q: 3 clusters Score -3851865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13657 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -3851863.500000 Penalty: 12268.958008 Iteration 44Q: 3 clusters Score -3851864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -3851865.750000 Penalty: 12268.958008 Iteration 45Q: 3 clusters Score -3851866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13662 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -3851865.750000 Penalty: 12268.958008 Iteration 46Q: 3 clusters Score -3851866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13666 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -3851861.750000 Penalty: 12268.958008 Iteration 47Q: 3 clusters Score -3851862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -3851862.750000 Penalty: 12268.958008 Iteration 48Q: 3 clusters Score -3851863 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -3851864.750000 Penalty: 12268.958008 Iteration 49Q: 3 clusters Score -3851865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -3851864.750000 Penalty: 12268.958008 Iteration 50Q: 3 clusters Score -3851865 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -3851864.750000 Penalty: 12268.958008 Iteration 51F: 3 clusters Score -3851865 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 1113 members Mstep: Class 5 contains 8700 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 1526 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 13670 members Entering Unmasked Estep Score: -70948616.000000 Penalty: 134526.734375 Splitting cluster 20 changes total score from -70940600.000000 to -70948616.000000 So it's getting split into cluster 5. Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 2 contains 7727 members Mstep: Class 3 contains 2235 members Mstep: Class 6 contains 24724 members Mstep: Class 7 contains 43727 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 5896 members Mstep: Class 11 contains 8463 members Mstep: Class 12 contains 98828 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1361 members Mstep: Class 17 contains 26026 members Mstep: Class 18 contains 1526 members Mstep: Class 19 contains 151633 members Mstep: Class 20 contains 13670 members Entering Unmasked Estep ConsiderDeletion Score: -70952152.000000 Penalty: 134526.734375 Iteration 39Q: 18 clusters Score -7.095215e+07 nChanged 4993 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 7864 members Mstep: Class 3 contains 2226 members Mstep: Class 4 contains 1113 members Mstep: Class 5 contains 8123 members Mstep: Class 6 contains 24567 members Mstep: Class 7 contains 44279 members Mstep: Class 9 contains 1328 members Mstep: Class 10 contains 5897 members Mstep: Class 11 contains 9735 members Mstep: Class 12 contains 99346 members Mstep: Class 14 contains 1437 members Mstep: Class 16 contains 1358 members Mstep: Class 17 contains 26033 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 150268 members Mstep: Class 20 contains 14065 members Entering Unmasked Estep ConsiderDeletion Score: -70954920.000000 Penalty: 134526.734375 Iteration 40F: 18 clusters Score -7.095492e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 7961 members Mstep: Class 3 contains 2219 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8371 members Mstep: Class 6 contains 24394 members Mstep: Class 7 contains 44259 members Mstep: Class 9 contains 1331 members Mstep: Class 10 contains 5901 members Mstep: Class 11 contains 10470 members Mstep: Class 12 contains 99221 members Mstep: Class 14 contains 1443 members Mstep: Class 16 contains 1315 members Mstep: Class 17 contains 25976 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 149527 members Mstep: Class 20 contains 14214 members Entering Unmasked Estep ConsiderDeletion Score: -70956224.000000 Penalty: 134526.734375 Iteration 41Q: 18 clusters Score -7.095622e+07 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 8038 members Mstep: Class 3 contains 2209 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8557 members Mstep: Class 6 contains 24231 members Mstep: Class 7 contains 44193 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5906 members Mstep: Class 11 contains 10994 members Mstep: Class 12 contains 99126 members Mstep: Class 14 contains 1446 members Mstep: Class 16 contains 1277 members Mstep: Class 17 contains 25887 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 149117 members Mstep: Class 20 contains 14326 members Entering Unmasked Estep ConsiderDeletion Score: -70956880.000000 Penalty: 134526.734375 Iteration 42Q: 18 clusters Score -7.095688e+07 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 8107 members Mstep: Class 3 contains 2205 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8668 members Mstep: Class 6 contains 24102 members Mstep: Class 7 contains 44105 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5911 members Mstep: Class 11 contains 11387 members Mstep: Class 12 contains 99066 members Mstep: Class 14 contains 1446 members Mstep: Class 16 contains 1247 members Mstep: Class 17 contains 25784 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148837 members Mstep: Class 20 contains 14445 members Entering Unmasked Estep ConsiderDeletion Score: -70957424.000000 Penalty: 134526.734375 Iteration 43Q: 18 clusters Score -7.095742e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 8158 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8734 members Mstep: Class 6 contains 23998 members Mstep: Class 7 contains 44025 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5917 members Mstep: Class 11 contains 11658 members Mstep: Class 12 contains 99040 members Mstep: Class 14 contains 1447 members Mstep: Class 16 contains 1220 members Mstep: Class 17 contains 25710 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148661 members Mstep: Class 20 contains 14538 members Entering Unmasked Estep ConsiderDeletion Score: -70957736.000000 Penalty: 134526.734375 Iteration 44Q: 18 clusters Score -7.095774e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 8197 members Mstep: Class 3 contains 2195 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8795 members Mstep: Class 6 contains 23938 members Mstep: Class 7 contains 43951 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5918 members Mstep: Class 11 contains 11899 members Mstep: Class 12 contains 99022 members Mstep: Class 14 contains 1447 members Mstep: Class 16 contains 1208 members Mstep: Class 17 contains 25653 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148473 members Mstep: Class 20 contains 14610 members Entering Unmasked Estep ConsiderDeletion Score: -70958080.000000 Penalty: 134526.734375 Iteration 45Q: 18 clusters Score -7.095808e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 8235 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8842 members Mstep: Class 6 contains 23884 members Mstep: Class 7 contains 43874 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5919 members Mstep: Class 11 contains 12067 members Mstep: Class 12 contains 99019 members Mstep: Class 14 contains 1447 members Mstep: Class 16 contains 1192 members Mstep: Class 17 contains 25599 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148358 members Mstep: Class 20 contains 14678 members Entering Unmasked Estep ConsiderDeletion Score: -70958072.000000 Penalty: 134526.734375 Iteration 46Q: 18 clusters Score -7.095807e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 8272 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8875 members Mstep: Class 6 contains 23842 members Mstep: Class 7 contains 43797 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5922 members Mstep: Class 11 contains 12241 members Mstep: Class 12 contains 99016 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1175 members Mstep: Class 17 contains 25554 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148244 members Mstep: Class 20 contains 14742 members Entering Unmasked Estep ConsiderDeletion Score: -70957976.000000 Penalty: 134526.734375 Iteration 47Q: 18 clusters Score -7.095798e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 8295 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 23805 members Mstep: Class 7 contains 43734 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5923 members Mstep: Class 11 contains 12388 members Mstep: Class 12 contains 99023 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 25518 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148158 members Mstep: Class 20 contains 14796 members Entering Unmasked Estep ConsiderDeletion Score: -70958024.000000 Penalty: 134526.734375 Iteration 48Q: 18 clusters Score -7.095802e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 8316 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8907 members Mstep: Class 6 contains 23779 members Mstep: Class 7 contains 43672 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5925 members Mstep: Class 11 contains 12508 members Mstep: Class 12 contains 99029 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 25486 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148094 members Mstep: Class 20 contains 14831 members Entering Unmasked Estep ConsiderDeletion Score: -70958248.000000 Penalty: 134526.734375 Iteration 49Q: 18 clusters Score -7.095825e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 8330 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8939 members Mstep: Class 6 contains 23762 members Mstep: Class 7 contains 43607 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5924 members Mstep: Class 11 contains 12616 members Mstep: Class 12 contains 99044 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1118 members Mstep: Class 17 contains 25465 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 148029 members Mstep: Class 20 contains 14849 members Entering Unmasked Estep ConsiderDeletion Score: -70958368.000000 Penalty: 134526.734375 Iteration 50Q: 18 clusters Score -7.095837e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 8347 members Mstep: Class 3 contains 2188 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8967 members Mstep: Class 6 contains 23738 members Mstep: Class 7 contains 43562 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5927 members Mstep: Class 11 contains 12699 members Mstep: Class 12 contains 99066 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1099 members Mstep: Class 17 contains 25449 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147971 members Mstep: Class 20 contains 14858 members Entering Unmasked Estep ConsiderDeletion Score: -70958400.000000 Penalty: 134526.734375 Iteration 51Q: 18 clusters Score -7.09584e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 8361 members Mstep: Class 3 contains 2186 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8987 members Mstep: Class 6 contains 23710 members Mstep: Class 7 contains 43511 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5929 members Mstep: Class 11 contains 12760 members Mstep: Class 12 contains 99092 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1084 members Mstep: Class 17 contains 25443 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147915 members Mstep: Class 20 contains 14879 members Entering Unmasked Estep ConsiderDeletion Score: -70958544.000000 Penalty: 134526.734375 Iteration 52Q: 18 clusters Score -7.095854e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 8370 members Mstep: Class 3 contains 2185 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8991 members Mstep: Class 6 contains 23692 members Mstep: Class 7 contains 43448 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5930 members Mstep: Class 11 contains 12824 members Mstep: Class 12 contains 99119 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1072 members Mstep: Class 17 contains 25441 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147859 members Mstep: Class 20 contains 14904 members Entering Unmasked Estep ConsiderDeletion Score: -70958736.000000 Penalty: 134526.734375 Iteration 53Q: 18 clusters Score -7.095874e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 8382 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8978 members Mstep: Class 6 contains 23678 members Mstep: Class 7 contains 43389 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5932 members Mstep: Class 11 contains 12873 members Mstep: Class 12 contains 99155 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1062 members Mstep: Class 17 contains 25435 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147804 members Mstep: Class 20 contains 14926 members Entering Unmasked Estep ConsiderDeletion Score: -70958784.000000 Penalty: 134526.734375 Iteration 54Q: 18 clusters Score -7.095878e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 8389 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8974 members Mstep: Class 6 contains 23667 members Mstep: Class 7 contains 43358 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5934 members Mstep: Class 11 contains 12922 members Mstep: Class 12 contains 99179 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1050 members Mstep: Class 17 contains 25428 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147762 members Mstep: Class 20 contains 14939 members Entering Unmasked Estep ConsiderDeletion Score: -70958896.000000 Penalty: 134526.734375 Iteration 55Q: 18 clusters Score -7.09589e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 8396 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8960 members Mstep: Class 6 contains 23655 members Mstep: Class 7 contains 43332 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5935 members Mstep: Class 11 contains 12957 members Mstep: Class 12 contains 99209 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1044 members Mstep: Class 17 contains 25427 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147734 members Mstep: Class 20 contains 14943 members Entering Unmasked Estep ConsiderDeletion Score: -70958904.000000 Penalty: 134526.734375 Iteration 56Q: 18 clusters Score -7.09589e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 8403 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8953 members Mstep: Class 6 contains 23646 members Mstep: Class 7 contains 43304 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5938 members Mstep: Class 11 contains 12986 members Mstep: Class 12 contains 99231 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1036 members Mstep: Class 17 contains 25422 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147718 members Mstep: Class 20 contains 14946 members Entering Unmasked Estep ConsiderDeletion Score: -70958880.000000 Penalty: 134526.734375 Iteration 57Q: 18 clusters Score -7.095888e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 8409 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8944 members Mstep: Class 6 contains 23638 members Mstep: Class 7 contains 43287 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5941 members Mstep: Class 11 contains 13013 members Mstep: Class 12 contains 99253 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1027 members Mstep: Class 17 contains 25420 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147693 members Mstep: Class 20 contains 14951 members Entering Unmasked Estep ConsiderDeletion Score: -70958888.000000 Penalty: 134526.734375 Iteration 58Q: 18 clusters Score -7.095889e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 8411 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8929 members Mstep: Class 6 contains 23631 members Mstep: Class 7 contains 43266 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5942 members Mstep: Class 11 contains 13033 members Mstep: Class 12 contains 99280 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 25417 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147675 members Mstep: Class 20 contains 14956 members Entering Unmasked Estep ConsiderDeletion Score: -70958864.000000 Penalty: 134526.734375 Iteration 59Q: 18 clusters Score -7.095886e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 8414 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 8926 members Mstep: Class 6 contains 23622 members Mstep: Class 7 contains 43247 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 5944 members Mstep: Class 11 contains 13048 members Mstep: Class 12 contains 99299 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 1021 members Mstep: Class 17 contains 25415 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147661 members Mstep: Class 20 contains 14959 members Entering Unmasked Estep ConsiderDeletion Score: -70959056.000000 Penalty: 134526.734375 Iteration 60F: 18 clusters Score -7.095906e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 8419 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8936 members Mstep: Class 6 contains 23617 members Mstep: Class 7 contains 43231 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5944 members Mstep: Class 11 contains 13045 members Mstep: Class 12 contains 99324 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 1017 members Mstep: Class 17 contains 25413 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147647 members Mstep: Class 20 contains 14962 members Entering Unmasked Estep ConsiderDeletion Score: -70959280.000000 Penalty: 134526.734375 Iteration 61Q: 18 clusters Score -7.095928e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 8421 members Mstep: Class 3 contains 2182 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8937 members Mstep: Class 6 contains 23610 members Mstep: Class 7 contains 43202 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5944 members Mstep: Class 11 contains 13039 members Mstep: Class 12 contains 99371 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 25408 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147630 members Mstep: Class 20 contains 14961 members Entering Unmasked Estep ConsiderDeletion Score: -70959384.000000 Penalty: 134526.734375 Iteration 62Q: 18 clusters Score -7.095938e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 8423 members Mstep: Class 3 contains 2181 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8919 members Mstep: Class 6 contains 23600 members Mstep: Class 7 contains 43165 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5947 members Mstep: Class 11 contains 13049 members Mstep: Class 12 contains 99430 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 1012 members Mstep: Class 17 contains 25406 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147607 members Mstep: Class 20 contains 14955 members Entering Unmasked Estep ConsiderDeletion Score: -70959504.000000 Penalty: 134526.734375 Iteration 63Q: 18 clusters Score -7.09595e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 8426 members Mstep: Class 3 contains 2180 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8908 members Mstep: Class 6 contains 23592 members Mstep: Class 7 contains 43133 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5947 members Mstep: Class 11 contains 13054 members Mstep: Class 12 contains 99484 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 1009 members Mstep: Class 17 contains 25406 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147579 members Mstep: Class 20 contains 14950 members Entering Unmasked Estep ConsiderDeletion Score: -70959672.000000 Penalty: 134526.734375 Iteration 64Q: 18 clusters Score -7.095967e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 8429 members Mstep: Class 3 contains 2178 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8890 members Mstep: Class 6 contains 23585 members Mstep: Class 7 contains 43099 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5951 members Mstep: Class 11 contains 13068 members Mstep: Class 12 contains 99551 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 25400 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147539 members Mstep: Class 20 contains 14953 members Entering Unmasked Estep ConsiderDeletion Score: -70959696.000000 Penalty: 134526.734375 Iteration 65Q: 18 clusters Score -7.09597e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 8433 members Mstep: Class 3 contains 2178 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8879 members Mstep: Class 6 contains 23577 members Mstep: Class 7 contains 43061 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5954 members Mstep: Class 11 contains 13072 members Mstep: Class 12 contains 99601 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 999 members Mstep: Class 17 contains 25395 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147513 members Mstep: Class 20 contains 14955 members Entering Unmasked Estep ConsiderDeletion Score: -70959792.000000 Penalty: 134526.734375 Iteration 66Q: 18 clusters Score -7.095979e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 8436 members Mstep: Class 3 contains 2178 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8884 members Mstep: Class 6 contains 23564 members Mstep: Class 7 contains 43047 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5960 members Mstep: Class 11 contains 13068 members Mstep: Class 12 contains 99650 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 25391 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147485 members Mstep: Class 20 contains 14951 members Entering Unmasked Estep ConsiderDeletion Score: -70959888.000000 Penalty: 134526.734375 Iteration 67Q: 18 clusters Score -7.095989e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 8439 members Mstep: Class 3 contains 2178 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8886 members Mstep: Class 6 contains 23556 members Mstep: Class 7 contains 43033 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5961 members Mstep: Class 11 contains 13046 members Mstep: Class 12 contains 99718 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 991 members Mstep: Class 17 contains 25391 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147461 members Mstep: Class 20 contains 14936 members Entering Unmasked Estep ConsiderDeletion Score: -70960080.000000 Penalty: 134526.734375 Iteration 68Q: 18 clusters Score -7.096008e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 8441 members Mstep: Class 3 contains 2177 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8890 members Mstep: Class 6 contains 23554 members Mstep: Class 7 contains 43021 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5962 members Mstep: Class 11 contains 13027 members Mstep: Class 12 contains 99782 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 25388 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147432 members Mstep: Class 20 contains 14929 members Entering Unmasked Estep ConsiderDeletion Score: -70960216.000000 Penalty: 134526.734375 Iteration 69Q: 18 clusters Score -7.096022e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 8442 members Mstep: Class 3 contains 2176 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8899 members Mstep: Class 6 contains 23549 members Mstep: Class 7 contains 43001 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5959 members Mstep: Class 11 contains 13012 members Mstep: Class 12 contains 99843 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 991 members Mstep: Class 17 contains 25381 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147402 members Mstep: Class 20 contains 14926 members Entering Unmasked Estep ConsiderDeletion Score: -70960032.000000 Penalty: 134526.734375 Iteration 70Q: 18 clusters Score -7.096003e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 8442 members Mstep: Class 3 contains 2176 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8893 members Mstep: Class 6 contains 23537 members Mstep: Class 7 contains 42988 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5960 members Mstep: Class 11 contains 13007 members Mstep: Class 12 contains 99914 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 988 members Mstep: Class 17 contains 25374 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147381 members Mstep: Class 20 contains 14921 members Entering Unmasked Estep ConsiderDeletion Score: -70960192.000000 Penalty: 134526.734375 Iteration 71Q: 18 clusters Score -7.096019e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 8444 members Mstep: Class 3 contains 2176 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8880 members Mstep: Class 6 contains 23533 members Mstep: Class 7 contains 42979 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5960 members Mstep: Class 11 contains 13000 members Mstep: Class 12 contains 99979 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 985 members Mstep: Class 17 contains 25371 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147352 members Mstep: Class 20 contains 14921 members Entering Unmasked Estep ConsiderDeletion Score: -70960264.000000 Penalty: 134526.734375 Iteration 72Q: 18 clusters Score -7.096026e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 8447 members Mstep: Class 3 contains 2176 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8879 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42969 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5961 members Mstep: Class 11 contains 12993 members Mstep: Class 12 contains 100036 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 984 members Mstep: Class 17 contains 25362 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147334 members Mstep: Class 20 contains 14910 members Entering Unmasked Estep ConsiderDeletion Score: -70960232.000000 Penalty: 134526.734375 Iteration 73Q: 18 clusters Score -7.096023e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 8448 members Mstep: Class 3 contains 2176 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8868 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42952 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5960 members Mstep: Class 11 contains 12992 members Mstep: Class 12 contains 100085 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 982 members Mstep: Class 17 contains 25358 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147318 members Mstep: Class 20 contains 14902 members Entering Unmasked Estep ConsiderDeletion Score: -70960352.000000 Penalty: 134526.734375 Iteration 74Q: 18 clusters Score -7.096035e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8848 members Mstep: Class 6 contains 23529 members Mstep: Class 7 contains 42929 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5962 members Mstep: Class 11 contains 12983 members Mstep: Class 12 contains 100139 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 977 members Mstep: Class 17 contains 25355 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147304 members Mstep: Class 20 contains 14902 members Entering Unmasked Estep ConsiderDeletion Score: -70960440.000000 Penalty: 134526.734375 Iteration 75Q: 18 clusters Score -7.096044e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 8451 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8835 members Mstep: Class 6 contains 23529 members Mstep: Class 7 contains 42907 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5962 members Mstep: Class 11 contains 12997 members Mstep: Class 12 contains 100180 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 25352 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147276 members Mstep: Class 20 contains 14898 members Entering Unmasked Estep ConsiderDeletion Score: -70960352.000000 Penalty: 134526.734375 Iteration 76Q: 18 clusters Score -7.096035e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8827 members Mstep: Class 6 contains 23529 members Mstep: Class 7 contains 42890 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5962 members Mstep: Class 11 contains 12999 members Mstep: Class 12 contains 100219 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 972 members Mstep: Class 17 contains 25351 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147253 members Mstep: Class 20 contains 14894 members Entering Unmasked Estep ConsiderDeletion Score: -70960456.000000 Penalty: 134526.734375 Iteration 77Q: 18 clusters Score -7.096046e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8822 members Mstep: Class 6 contains 23529 members Mstep: Class 7 contains 42878 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5964 members Mstep: Class 11 contains 13003 members Mstep: Class 12 contains 100242 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 969 members Mstep: Class 17 contains 25340 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147243 members Mstep: Class 20 contains 14898 members Entering Unmasked Estep ConsiderDeletion Score: -70960488.000000 Penalty: 134526.734375 Iteration 78Q: 18 clusters Score -7.096049e+07 nChanged 104 Entering ConstructFrom: Score: -70960488.000000 Penalty: 134526.734375 Entering ConstructFrom: Trying to split cluster 1 (9320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Entering Unmasked Estep Score: -1580831.625000 Penalty: 5598.200195 Iteration 0F: 2 clusters Score -1580832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1570939.625000 Penalty: 11196.400391 Iteration 0F: 3 clusters Score -1570940 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1572907.000000 Penalty: 11196.400391 Iteration 1F: 3 clusters Score -1572907 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1573349.375000 Penalty: 11196.400391 Iteration 2F: 3 clusters Score -1573349 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1573617.125000 Penalty: 11196.400391 Iteration 3Q: 3 clusters Score -1573617 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1573803.125000 Penalty: 11196.400391 Iteration 4Q: 3 clusters Score -1573803 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1573967.375000 Penalty: 11196.400391 Iteration 5Q: 3 clusters Score -1573967 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1574111.875000 Penalty: 11196.400391 Iteration 6Q: 3 clusters Score -1574112 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -1574236.250000 Penalty: 11196.400391 Iteration 7Q: 3 clusters Score -1574236 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1574353.250000 Penalty: 11196.400391 Iteration 8Q: 3 clusters Score -1574353 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1574509.125000 Penalty: 11196.400391 Iteration 9Q: 3 clusters Score -1574509 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1574655.375000 Penalty: 11196.400391 Iteration 10Q: 3 clusters Score -1574655 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1574786.125000 Penalty: 11196.400391 Iteration 11Q: 3 clusters Score -1574786 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1574914.125000 Penalty: 11196.400391 Iteration 12Q: 3 clusters Score -1574914 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1575024.375000 Penalty: 11196.400391 Iteration 13Q: 3 clusters Score -1575024 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -1575128.875000 Penalty: 11196.400391 Iteration 14Q: 3 clusters Score -1575129 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1575231.250000 Penalty: 11196.400391 Iteration 15Q: 3 clusters Score -1575231 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -1575303.250000 Penalty: 11196.400391 Iteration 16Q: 3 clusters Score -1575303 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1575366.375000 Penalty: 11196.400391 Iteration 17Q: 3 clusters Score -1575366 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1575435.500000 Penalty: 11196.400391 Iteration 18Q: 3 clusters Score -1575436 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1575479.750000 Penalty: 11196.400391 Iteration 19Q: 3 clusters Score -1575480 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1575522.625000 Penalty: 11196.400391 Iteration 20F: 3 clusters Score -1575523 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1575569.500000 Penalty: 11196.400391 Iteration 21Q: 3 clusters Score -1575570 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1575603.875000 Penalty: 11196.400391 Iteration 22Q: 3 clusters Score -1575604 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1575640.625000 Penalty: 11196.400391 Iteration 23Q: 3 clusters Score -1575641 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1575668.250000 Penalty: 11196.400391 Iteration 24Q: 3 clusters Score -1575668 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1575704.375000 Penalty: 11196.400391 Iteration 25Q: 3 clusters Score -1575704 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1575732.375000 Penalty: 11196.400391 Iteration 26Q: 3 clusters Score -1575732 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1575771.625000 Penalty: 11196.400391 Iteration 27Q: 3 clusters Score -1575772 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1575802.000000 Penalty: 11196.400391 Iteration 28Q: 3 clusters Score -1575802 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -1575833.000000 Penalty: 11196.400391 Iteration 29Q: 3 clusters Score -1575833 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1575867.625000 Penalty: 11196.400391 Iteration 30Q: 3 clusters Score -1575868 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1575901.125000 Penalty: 11196.400391 Iteration 31Q: 3 clusters Score -1575901 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1575932.125000 Penalty: 11196.400391 Iteration 32Q: 3 clusters Score -1575932 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1575967.000000 Penalty: 11196.400391 Iteration 33Q: 3 clusters Score -1575967 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1575992.750000 Penalty: 11196.400391 Iteration 34Q: 3 clusters Score -1575993 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1576011.125000 Penalty: 11196.400391 Iteration 35Q: 3 clusters Score -1576011 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1576028.000000 Penalty: 11196.400391 Iteration 36Q: 3 clusters Score -1576028 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1576058.375000 Penalty: 11196.400391 Iteration 37Q: 3 clusters Score -1576058 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1576072.500000 Penalty: 11196.400391 Iteration 38Q: 3 clusters Score -1576072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1576087.500000 Penalty: 11196.400391 Iteration 39Q: 3 clusters Score -1576088 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1576104.500000 Penalty: 11196.400391 Iteration 40F: 3 clusters Score -1576104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1576115.750000 Penalty: 11196.400391 Iteration 41Q: 3 clusters Score -1576116 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -1576125.375000 Penalty: 11196.400391 Iteration 42Q: 3 clusters Score -1576125 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1576136.375000 Penalty: 11196.400391 Iteration 43Q: 3 clusters Score -1576136 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1576146.625000 Penalty: 11196.400391 Iteration 44Q: 3 clusters Score -1576147 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1576153.875000 Penalty: 11196.400391 Iteration 45Q: 3 clusters Score -1576154 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1576155.375000 Penalty: 11196.400391 Iteration 46Q: 3 clusters Score -1576155 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1576161.250000 Penalty: 11196.400391 Iteration 47Q: 3 clusters Score -1576161 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1576168.250000 Penalty: 11196.400391 Iteration 48Q: 3 clusters Score -1576168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1576172.625000 Penalty: 11196.400391 Iteration 49Q: 3 clusters Score -1576173 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1576173.375000 Penalty: 11196.400391 Iteration 50Q: 3 clusters Score -1576173 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1576178.750000 Penalty: 11196.400391 Iteration 51Q: 3 clusters Score -1576179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -1576177.125000 Penalty: 11196.400391 Iteration 52Q: 3 clusters Score -1576177 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1576181.250000 Penalty: 11196.400391 Iteration 53Q: 3 clusters Score -1576181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -1576184.000000 Penalty: 11196.400391 Iteration 54Q: 3 clusters Score -1576184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1576185.875000 Penalty: 11196.400391 Iteration 55Q: 3 clusters Score -1576186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1576189.125000 Penalty: 11196.400391 Iteration 56Q: 3 clusters Score -1576189 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1576200.000000 Penalty: 11196.400391 Iteration 57Q: 3 clusters Score -1576200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1576203.000000 Penalty: 11196.400391 Iteration 58Q: 3 clusters Score -1576203 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1576204.625000 Penalty: 11196.400391 Iteration 59Q: 3 clusters Score -1576205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1576214.250000 Penalty: 11196.400391 Iteration 60F: 3 clusters Score -1576214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1576214.875000 Penalty: 11196.400391 Iteration 61Q: 3 clusters Score -1576215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1576221.500000 Penalty: 11196.400391 Iteration 62Q: 3 clusters Score -1576222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -1576226.375000 Penalty: 11196.400391 Iteration 63Q: 3 clusters Score -1576226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1576229.375000 Penalty: 11196.400391 Iteration 64Q: 3 clusters Score -1576229 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1576230.250000 Penalty: 11196.400391 Iteration 65Q: 3 clusters Score -1576230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1576234.750000 Penalty: 11196.400391 Iteration 66Q: 3 clusters Score -1576235 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1576236.375000 Penalty: 11196.400391 Iteration 67Q: 3 clusters Score -1576236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1576239.375000 Penalty: 11196.400391 Iteration 68Q: 3 clusters Score -1576239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1576241.500000 Penalty: 11196.400391 Iteration 69Q: 3 clusters Score -1576242 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1576242.875000 Penalty: 11196.400391 Iteration 70Q: 3 clusters Score -1576243 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1576243.750000 Penalty: 11196.400391 Iteration 71Q: 3 clusters Score -1576244 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1576243.750000 Penalty: 11196.400391 Iteration 72F: 3 clusters Score -1576244 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Entering Unmasked Estep Score: -1487095.875000 Penalty: 5538.104492 Iteration 0F: 2 clusters Score -1487096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1477792.750000 Penalty: 11076.208984 Iteration 0F: 3 clusters Score -1477793 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1479524.250000 Penalty: 11076.208984 Iteration 1F: 3 clusters Score -1479524 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1480001.875000 Penalty: 11076.208984 Iteration 2F: 3 clusters Score -1480002 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1480245.500000 Penalty: 11076.208984 Iteration 3Q: 3 clusters Score -1480246 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1480402.250000 Penalty: 11076.208984 Iteration 4Q: 3 clusters Score -1480402 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1480513.375000 Penalty: 11076.208984 Iteration 5Q: 3 clusters Score -1480513 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1480601.125000 Penalty: 11076.208984 Iteration 6Q: 3 clusters Score -1480601 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1480673.625000 Penalty: 11076.208984 Iteration 7Q: 3 clusters Score -1480674 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1480729.375000 Penalty: 11076.208984 Iteration 8Q: 3 clusters Score -1480729 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1480804.625000 Penalty: 11076.208984 Iteration 9Q: 3 clusters Score -1480805 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -1480881.750000 Penalty: 11076.208984 Iteration 10Q: 3 clusters Score -1480882 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1480960.375000 Penalty: 11076.208984 Iteration 11Q: 3 clusters Score -1480960 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1481026.000000 Penalty: 11076.208984 Iteration 12Q: 3 clusters Score -1481026 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1481080.250000 Penalty: 11076.208984 Iteration 13Q: 3 clusters Score -1481080 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1481133.125000 Penalty: 11076.208984 Iteration 14Q: 3 clusters Score -1481133 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1481205.000000 Penalty: 11076.208984 Iteration 15Q: 3 clusters Score -1481205 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1481269.375000 Penalty: 11076.208984 Iteration 16Q: 3 clusters Score -1481269 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1481338.750000 Penalty: 11076.208984 Iteration 17Q: 3 clusters Score -1481339 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1481391.500000 Penalty: 11076.208984 Iteration 18Q: 3 clusters Score -1481392 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1481436.875000 Penalty: 11076.208984 Iteration 19Q: 3 clusters Score -1481437 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1481483.125000 Penalty: 11076.208984 Iteration 20F: 3 clusters Score -1481483 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1481533.625000 Penalty: 11076.208984 Iteration 21Q: 3 clusters Score -1481534 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1481566.000000 Penalty: 11076.208984 Iteration 22Q: 3 clusters Score -1481566 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1481602.250000 Penalty: 11076.208984 Iteration 23Q: 3 clusters Score -1481602 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1481637.250000 Penalty: 11076.208984 Iteration 24Q: 3 clusters Score -1481637 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1481672.250000 Penalty: 11076.208984 Iteration 25Q: 3 clusters Score -1481672 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1481706.125000 Penalty: 11076.208984 Iteration 26Q: 3 clusters Score -1481706 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1481739.500000 Penalty: 11076.208984 Iteration 27Q: 3 clusters Score -1481740 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1481764.125000 Penalty: 11076.208984 Iteration 28Q: 3 clusters Score -1481764 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1481782.250000 Penalty: 11076.208984 Iteration 29Q: 3 clusters Score -1481782 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1481797.875000 Penalty: 11076.208984 Iteration 30Q: 3 clusters Score -1481798 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1481818.250000 Penalty: 11076.208984 Iteration 31Q: 3 clusters Score -1481818 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1481840.625000 Penalty: 11076.208984 Iteration 32Q: 3 clusters Score -1481841 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1481866.000000 Penalty: 11076.208984 Iteration 33Q: 3 clusters Score -1481866 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1481889.125000 Penalty: 11076.208984 Iteration 34Q: 3 clusters Score -1481889 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1481920.250000 Penalty: 11076.208984 Iteration 35Q: 3 clusters Score -1481920 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1481945.250000 Penalty: 11076.208984 Iteration 36Q: 3 clusters Score -1481945 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1481962.125000 Penalty: 11076.208984 Iteration 37Q: 3 clusters Score -1481962 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1481980.250000 Penalty: 11076.208984 Iteration 38Q: 3 clusters Score -1481980 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1482008.125000 Penalty: 11076.208984 Iteration 39Q: 3 clusters Score -1482008 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1482027.625000 Penalty: 11076.208984 Iteration 40F: 3 clusters Score -1482028 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1482045.375000 Penalty: 11076.208984 Iteration 41Q: 3 clusters Score -1482045 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1482070.750000 Penalty: 11076.208984 Iteration 42Q: 3 clusters Score -1482071 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1482084.375000 Penalty: 11076.208984 Iteration 43Q: 3 clusters Score -1482084 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -1482090.875000 Penalty: 11076.208984 Iteration 44Q: 3 clusters Score -1482091 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1482102.375000 Penalty: 11076.208984 Iteration 45Q: 3 clusters Score -1482102 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -1482120.625000 Penalty: 11076.208984 Iteration 46Q: 3 clusters Score -1482121 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1482137.500000 Penalty: 11076.208984 Iteration 47Q: 3 clusters Score -1482138 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1482155.250000 Penalty: 11076.208984 Iteration 48Q: 3 clusters Score -1482155 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1482163.500000 Penalty: 11076.208984 Iteration 49Q: 3 clusters Score -1482164 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1482175.375000 Penalty: 11076.208984 Iteration 50Q: 3 clusters Score -1482175 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1482194.250000 Penalty: 11076.208984 Iteration 51Q: 3 clusters Score -1482194 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1482211.125000 Penalty: 11076.208984 Iteration 52Q: 3 clusters Score -1482211 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1482229.250000 Penalty: 11076.208984 Iteration 53Q: 3 clusters Score -1482229 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1482249.000000 Penalty: 11076.208984 Iteration 54Q: 3 clusters Score -1482249 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1482265.875000 Penalty: 11076.208984 Iteration 55Q: 3 clusters Score -1482266 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1482276.875000 Penalty: 11076.208984 Iteration 56Q: 3 clusters Score -1482277 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1482288.375000 Penalty: 11076.208984 Iteration 57Q: 3 clusters Score -1482288 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1482308.875000 Penalty: 11076.208984 Iteration 58Q: 3 clusters Score -1482309 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1482327.125000 Penalty: 11076.208984 Iteration 59Q: 3 clusters Score -1482327 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1482332.875000 Penalty: 11076.208984 Iteration 60F: 3 clusters Score -1482333 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1482343.875000 Penalty: 11076.208984 Iteration 61Q: 3 clusters Score -1482344 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1482357.375000 Penalty: 11076.208984 Iteration 62Q: 3 clusters Score -1482357 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1482361.375000 Penalty: 11076.208984 Iteration 63Q: 3 clusters Score -1482361 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1482364.500000 Penalty: 11076.208984 Iteration 64Q: 3 clusters Score -1482364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1482369.500000 Penalty: 11076.208984 Iteration 65Q: 3 clusters Score -1482370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1482371.625000 Penalty: 11076.208984 Iteration 66Q: 3 clusters Score -1482372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1482378.375000 Penalty: 11076.208984 Iteration 67Q: 3 clusters Score -1482378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1482379.625000 Penalty: 11076.208984 Iteration 68Q: 3 clusters Score -1482380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1482385.125000 Penalty: 11076.208984 Iteration 69Q: 3 clusters Score -1482385 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1482394.375000 Penalty: 11076.208984 Iteration 70Q: 3 clusters Score -1482394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1482395.125000 Penalty: 11076.208984 Iteration 71Q: 3 clusters Score -1482395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1482397.625000 Penalty: 11076.208984 Iteration 72Q: 3 clusters Score -1482398 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1482398.875000 Penalty: 11076.208984 Iteration 73Q: 3 clusters Score -1482399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1482402.750000 Penalty: 11076.208984 Iteration 74Q: 3 clusters Score -1482403 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1482402.750000 Penalty: 11076.208984 Iteration 75Q: 3 clusters Score -1482403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1482403.750000 Penalty: 11076.208984 Iteration 76Q: 3 clusters Score -1482404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1482405.125000 Penalty: 11076.208984 Iteration 77Q: 3 clusters Score -1482405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1482408.375000 Penalty: 11076.208984 Iteration 78Q: 3 clusters Score -1482408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1482408.250000 Penalty: 11076.208984 Iteration 79Q: 3 clusters Score -1482408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1482408.250000 Penalty: 11076.208984 Iteration 80F: 3 clusters Score -1482408 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Entering Unmasked Estep Score: -364978.531250 Penalty: 4706.930176 Iteration 0F: 2 clusters Score -364978.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -360056.562500 Penalty: 9413.860352 Iteration 0F: 3 clusters Score -360056.6 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -360993.312500 Penalty: 9413.860352 Iteration 1F: 3 clusters Score -360993.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -362159.625000 Penalty: 9413.860352 Iteration 2F: 3 clusters Score -362159.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -363055.312500 Penalty: 9413.860352 Iteration 3F: 3 clusters Score -363055.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -364020.156250 Penalty: 9413.860352 Iteration 4F: 3 clusters Score -364020.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -364705.750000 Penalty: 9413.860352 Iteration 5F: 3 clusters Score -364705.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -365229.906250 Penalty: 9413.860352 Iteration 6Q: 3 clusters Score -365229.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -365888.437500 Penalty: 9413.860352 Iteration 7Q: 3 clusters Score -365888.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -366098.187500 Penalty: 9413.860352 Iteration 8Q: 3 clusters Score -366098.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -366174.718750 Penalty: 9413.860352 Iteration 9Q: 3 clusters Score -366174.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -366212.375000 Penalty: 9413.860352 Iteration 10Q: 3 clusters Score -366212.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -366240.531250 Penalty: 9413.860352 Iteration 11Q: 3 clusters Score -366240.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -366257.531250 Penalty: 9413.860352 Iteration 12Q: 3 clusters Score -366257.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -366275.593750 Penalty: 9413.860352 Iteration 13Q: 3 clusters Score -366275.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -366282.875000 Penalty: 9413.860352 Iteration 14Q: 3 clusters Score -366282.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -366286.343750 Penalty: 9413.860352 Iteration 15Q: 3 clusters Score -366286.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -366290.937500 Penalty: 9413.860352 Iteration 16Q: 3 clusters Score -366290.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -366291.968750 Penalty: 9413.860352 Iteration 17Q: 3 clusters Score -366292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -366291.968750 Penalty: 9413.860352 Iteration 18F: 3 clusters Score -366292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 430 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70958480.000000 Penalty: 142440.078125 Splitting cluster 3 changes total score from -70960488.000000 to -70958480.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -158207.625000 Penalty: 4300.960449 Iteration 0F: 2 clusters Score -158207.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -154113.484375 Penalty: 8601.920898 Iteration 0F: 3 clusters Score -154113.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -154825.781250 Penalty: 8601.920898 Iteration 1F: 3 clusters Score -154825.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -155398.250000 Penalty: 8601.920898 Iteration 2F: 3 clusters Score -155398.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -156431.562500 Penalty: 8601.920898 Iteration 3F: 3 clusters Score -156431.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -157632.078125 Penalty: 8601.920898 Iteration 4F: 3 clusters Score -157632.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -158840.703125 Penalty: 8601.920898 Iteration 5F: 3 clusters Score -158840.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -159157.078125 Penalty: 8601.920898 Iteration 6Q: 3 clusters Score -159157.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -159282.296875 Penalty: 8601.920898 Iteration 7Q: 3 clusters Score -159282.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -159379.046875 Penalty: 8601.920898 Iteration 8Q: 3 clusters Score -159379 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -159449.921875 Penalty: 8601.920898 Iteration 9Q: 3 clusters Score -159449.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -159497.609375 Penalty: 8601.920898 Iteration 10Q: 3 clusters Score -159497.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -159532.984375 Penalty: 8601.920898 Iteration 11Q: 3 clusters Score -159533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -159570.203125 Penalty: 8601.920898 Iteration 12Q: 3 clusters Score -159570.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -159580.359375 Penalty: 8601.920898 Iteration 13Q: 3 clusters Score -159580.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -159589.109375 Penalty: 8601.920898 Iteration 14F: 3 clusters Score -159589.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -159601.781250 Penalty: 8601.920898 Iteration 15Q: 3 clusters Score -159601.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -159610.671875 Penalty: 8601.920898 Iteration 16Q: 3 clusters Score -159610.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -159623.093750 Penalty: 8601.920898 Iteration 17Q: 3 clusters Score -159623.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -159627.906250 Penalty: 8601.920898 Iteration 18Q: 3 clusters Score -159627.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -159634.671875 Penalty: 8601.920898 Iteration 19Q: 3 clusters Score -159634.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -159655.843750 Penalty: 8601.920898 Iteration 20F: 3 clusters Score -159655.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -159685.453125 Penalty: 8601.920898 Iteration 21Q: 3 clusters Score -159685.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -159709.625000 Penalty: 8601.920898 Iteration 22Q: 3 clusters Score -159709.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -159731.859375 Penalty: 8601.920898 Iteration 23Q: 3 clusters Score -159731.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -159756.984375 Penalty: 8601.920898 Iteration 24Q: 3 clusters Score -159757 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -159781.437500 Penalty: 8601.920898 Iteration 25Q: 3 clusters Score -159781.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -159856.234375 Penalty: 8601.920898 Iteration 26Q: 3 clusters Score -159856.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -160025.593750 Penalty: 8601.920898 Iteration 27Q: 3 clusters Score -160025.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -160384.953125 Penalty: 8601.920898 Iteration 28Q: 3 clusters Score -160385 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -160954.390625 Penalty: 8601.920898 Iteration 29Q: 3 clusters Score -160954.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -161597.328125 Penalty: 8601.920898 Iteration 30Q: 3 clusters Score -161597.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -161620.234375 Penalty: 8601.920898 Iteration 31Q: 3 clusters Score -161620.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -161667.296875 Penalty: 8601.920898 Iteration 32Q: 3 clusters Score -161667.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -161667.656250 Penalty: 8601.920898 Iteration 33F: 3 clusters Score -161667.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -161674.562500 Penalty: 8601.920898 Iteration 34Q: 3 clusters Score -161674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -161691.359375 Penalty: 8601.920898 Iteration 35Q: 3 clusters Score -161691.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -161712.093750 Penalty: 8601.920898 Iteration 36Q: 3 clusters Score -161712.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -161728.640625 Penalty: 8601.920898 Iteration 37Q: 3 clusters Score -161728.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -161809.265625 Penalty: 8601.920898 Iteration 38Q: 3 clusters Score -161809.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -161827.812500 Penalty: 8601.920898 Iteration 39Q: 3 clusters Score -161827.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -161891.640625 Penalty: 8601.920898 Iteration 40F: 3 clusters Score -161891.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 853 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70960416.000000 Penalty: 142440.078125 Splitting cluster 4 changes total score from -70960488.000000 to -70960416.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (8817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Entering Unmasked Estep Score: -1479517.500000 Penalty: 5564.217773 Iteration 0F: 2 clusters Score -1479518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1470028.125000 Penalty: 11128.435547 Iteration 0F: 3 clusters Score -1470028 nChanged 3149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1472064.875000 Penalty: 11128.435547 Iteration 1F: 3 clusters Score -1472065 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1472670.500000 Penalty: 11128.435547 Iteration 2F: 3 clusters Score -1472670 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1473061.500000 Penalty: 11128.435547 Iteration 3F: 3 clusters Score -1473062 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1473399.250000 Penalty: 11128.435547 Iteration 4Q: 3 clusters Score -1473399 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1473654.500000 Penalty: 11128.435547 Iteration 5Q: 3 clusters Score -1473654 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1473896.625000 Penalty: 11128.435547 Iteration 6Q: 3 clusters Score -1473897 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1474122.750000 Penalty: 11128.435547 Iteration 7Q: 3 clusters Score -1474123 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1474379.875000 Penalty: 11128.435547 Iteration 8Q: 3 clusters Score -1474380 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1474638.875000 Penalty: 11128.435547 Iteration 9Q: 3 clusters Score -1474639 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1474854.000000 Penalty: 11128.435547 Iteration 10Q: 3 clusters Score -1474854 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -1475034.250000 Penalty: 11128.435547 Iteration 11Q: 3 clusters Score -1475034 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1475167.125000 Penalty: 11128.435547 Iteration 12Q: 3 clusters Score -1475167 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -1475257.125000 Penalty: 11128.435547 Iteration 13Q: 3 clusters Score -1475257 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -1475326.500000 Penalty: 11128.435547 Iteration 14Q: 3 clusters Score -1475326 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1475376.750000 Penalty: 11128.435547 Iteration 15Q: 3 clusters Score -1475377 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1475409.000000 Penalty: 11128.435547 Iteration 16Q: 3 clusters Score -1475409 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1475437.250000 Penalty: 11128.435547 Iteration 17Q: 3 clusters Score -1475437 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1475453.250000 Penalty: 11128.435547 Iteration 18Q: 3 clusters Score -1475453 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1475466.625000 Penalty: 11128.435547 Iteration 19Q: 3 clusters Score -1475467 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1475486.125000 Penalty: 11128.435547 Iteration 20F: 3 clusters Score -1475486 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1475504.375000 Penalty: 11128.435547 Iteration 21Q: 3 clusters Score -1475504 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1475514.375000 Penalty: 11128.435547 Iteration 22Q: 3 clusters Score -1475514 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1475522.750000 Penalty: 11128.435547 Iteration 23Q: 3 clusters Score -1475523 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1475528.375000 Penalty: 11128.435547 Iteration 24Q: 3 clusters Score -1475528 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1475532.750000 Penalty: 11128.435547 Iteration 25Q: 3 clusters Score -1475533 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1475542.125000 Penalty: 11128.435547 Iteration 26Q: 3 clusters Score -1475542 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1475543.875000 Penalty: 11128.435547 Iteration 27Q: 3 clusters Score -1475544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -1475549.875000 Penalty: 11128.435547 Iteration 28Q: 3 clusters Score -1475550 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1475555.250000 Penalty: 11128.435547 Iteration 29Q: 3 clusters Score -1475555 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1475559.500000 Penalty: 11128.435547 Iteration 30Q: 3 clusters Score -1475560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1475564.125000 Penalty: 11128.435547 Iteration 31Q: 3 clusters Score -1475564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1475563.500000 Penalty: 11128.435547 Iteration 32Q: 3 clusters Score -1475564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1475565.750000 Penalty: 11128.435547 Iteration 33Q: 3 clusters Score -1475566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1475564.125000 Penalty: 11128.435547 Iteration 34Q: 3 clusters Score -1475564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1475565.250000 Penalty: 11128.435547 Iteration 35Q: 3 clusters Score -1475565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1475565.250000 Penalty: 11128.435547 Iteration 36F: 3 clusters Score -1475565 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (23527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Entering Unmasked Estep Score: -4142989.250000 Penalty: 6165.366211 Iteration 0F: 2 clusters Score -4142989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -4124364.500000 Penalty: 12330.732422 Iteration 0F: 3 clusters Score -4124364 nChanged 9762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -4130487.500000 Penalty: 12330.732422 Iteration 1F: 3 clusters Score -4130488 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -4132305.250000 Penalty: 12330.732422 Iteration 2F: 3 clusters Score -4132305 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -4134450.750000 Penalty: 12330.732422 Iteration 3F: 3 clusters Score -4134451 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14633 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -4137533.750000 Penalty: 12330.732422 Iteration 4F: 3 clusters Score -4137534 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -4140662.000000 Penalty: 12330.732422 Iteration 5F: 3 clusters Score -4140662 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16752 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -4142252.500000 Penalty: 12330.732422 Iteration 6F: 3 clusters Score -4142252 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -4142856.750000 Penalty: 12330.732422 Iteration 7Q: 3 clusters Score -4142857 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17569 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -4143090.750000 Penalty: 12330.732422 Iteration 8Q: 3 clusters Score -4143091 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -4143221.500000 Penalty: 12330.732422 Iteration 9Q: 3 clusters Score -4143222 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17919 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -4143272.500000 Penalty: 12330.732422 Iteration 10Q: 3 clusters Score -4143272 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -4143333.250000 Penalty: 12330.732422 Iteration 11Q: 3 clusters Score -4143333 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18121 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -4143349.250000 Penalty: 12330.732422 Iteration 12Q: 3 clusters Score -4143349 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18177 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -4143359.500000 Penalty: 12330.732422 Iteration 13Q: 3 clusters Score -4143360 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -4143382.500000 Penalty: 12330.732422 Iteration 14Q: 3 clusters Score -4143382 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18258 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -4143378.750000 Penalty: 12330.732422 Iteration 15Q: 3 clusters Score -4143379 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18282 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -4143386.000000 Penalty: 12330.732422 Iteration 16Q: 3 clusters Score -4143386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18301 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -4143395.250000 Penalty: 12330.732422 Iteration 17Q: 3 clusters Score -4143395 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18331 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -4143397.250000 Penalty: 12330.732422 Iteration 18Q: 3 clusters Score -4143397 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18353 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -4143408.750000 Penalty: 12330.732422 Iteration 19Q: 3 clusters Score -4143409 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18374 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -4143414.500000 Penalty: 12330.732422 Iteration 20F: 3 clusters Score -4143414 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18391 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -4143412.000000 Penalty: 12330.732422 Iteration 21Q: 3 clusters Score -4143412 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -4143414.500000 Penalty: 12330.732422 Iteration 22Q: 3 clusters Score -4143414 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -4143420.500000 Penalty: 12330.732422 Iteration 23Q: 3 clusters Score -4143420 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18436 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -4143430.750000 Penalty: 12330.732422 Iteration 24Q: 3 clusters Score -4143431 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18447 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -4143431.750000 Penalty: 12330.732422 Iteration 25Q: 3 clusters Score -4143432 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18459 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -4143436.750000 Penalty: 12330.732422 Iteration 26Q: 3 clusters Score -4143437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -4143432.250000 Penalty: 12330.732422 Iteration 27Q: 3 clusters Score -4143432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -4143439.250000 Penalty: 12330.732422 Iteration 28Q: 3 clusters Score -4143439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18480 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -4143432.000000 Penalty: 12330.732422 Iteration 29Q: 3 clusters Score -4143432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -4143432.750000 Penalty: 12330.732422 Iteration 30Q: 3 clusters Score -4143433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18491 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -4143432.250000 Penalty: 12330.732422 Iteration 31Q: 3 clusters Score -4143432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -4143434.500000 Penalty: 12330.732422 Iteration 32Q: 3 clusters Score -4143434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18503 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -4143440.750000 Penalty: 12330.732422 Iteration 33Q: 3 clusters Score -4143441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18507 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -4143443.500000 Penalty: 12330.732422 Iteration 34Q: 3 clusters Score -4143444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18509 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -4143441.250000 Penalty: 12330.732422 Iteration 35Q: 3 clusters Score -4143441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18509 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -4143441.250000 Penalty: 12330.732422 Iteration 36F: 3 clusters Score -4143441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 18509 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70959160.000000 Penalty: 142440.078125 Splitting cluster 6 changes total score from -70960488.000000 to -70959160.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (42864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42864 members Entering Unmasked Estep Score: -7634951.000000 Penalty: 6532.794922 Iteration 0F: 2 clusters Score -7634951 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21574 members Mstep: Class 2 contains 21290 members Entering Unmasked Estep Score: -7603956.000000 Penalty: 13065.589844 Iteration 0F: 3 clusters Score -7603956 nChanged 18665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22413 members Mstep: Class 2 contains 20451 members Entering Unmasked Estep Score: -7613919.000000 Penalty: 13065.589844 Iteration 1F: 3 clusters Score -7613919 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23016 members Mstep: Class 2 contains 19848 members Entering Unmasked Estep Score: -7614973.000000 Penalty: 13065.589844 Iteration 2F: 3 clusters Score -7614973 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23905 members Mstep: Class 2 contains 18959 members Entering Unmasked Estep Score: -7616030.500000 Penalty: 13065.589844 Iteration 3F: 3 clusters Score -7616030 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 17817 members Entering Unmasked Estep Score: -7617146.000000 Penalty: 13065.589844 Iteration 4F: 3 clusters Score -7617146 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 16541 members Entering Unmasked Estep Score: -7618357.000000 Penalty: 13065.589844 Iteration 5F: 3 clusters Score -7618357 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27786 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -7619727.000000 Penalty: 13065.589844 Iteration 6F: 3 clusters Score -7619727 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29318 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -7621095.000000 Penalty: 13065.589844 Iteration 7F: 3 clusters Score -7621095 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30861 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -7622409.500000 Penalty: 13065.589844 Iteration 8Q: 3 clusters Score -7622410 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32284 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -7623576.000000 Penalty: 13065.589844 Iteration 9Q: 3 clusters Score -7623576 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33577 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -7624589.000000 Penalty: 13065.589844 Iteration 10Q: 3 clusters Score -7624589 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34771 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -7625475.000000 Penalty: 13065.589844 Iteration 11Q: 3 clusters Score -7625475 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35883 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -7626282.500000 Penalty: 13065.589844 Iteration 12Q: 3 clusters Score -7626282 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36866 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -7626903.500000 Penalty: 13065.589844 Iteration 13Q: 3 clusters Score -7626904 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37729 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -7627420.000000 Penalty: 13065.589844 Iteration 14Q: 3 clusters Score -7627420 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38419 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -7627836.500000 Penalty: 13065.589844 Iteration 15Q: 3 clusters Score -7627836 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39008 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -7628216.000000 Penalty: 13065.589844 Iteration 16Q: 3 clusters Score -7628216 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39477 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -7628488.000000 Penalty: 13065.589844 Iteration 17Q: 3 clusters Score -7628488 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39880 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -7628694.500000 Penalty: 13065.589844 Iteration 18Q: 3 clusters Score -7628694 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40221 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -7628929.500000 Penalty: 13065.589844 Iteration 19Q: 3 clusters Score -7628930 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40495 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -7629085.000000 Penalty: 13065.589844 Iteration 20F: 3 clusters Score -7629085 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40698 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -7629230.500000 Penalty: 13065.589844 Iteration 21Q: 3 clusters Score -7629230 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40847 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -7629324.500000 Penalty: 13065.589844 Iteration 22Q: 3 clusters Score -7629324 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40974 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -7629400.000000 Penalty: 13065.589844 Iteration 23Q: 3 clusters Score -7629400 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41080 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -7629471.500000 Penalty: 13065.589844 Iteration 24Q: 3 clusters Score -7629472 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41162 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -7629540.000000 Penalty: 13065.589844 Iteration 25Q: 3 clusters Score -7629540 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41215 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -7629574.500000 Penalty: 13065.589844 Iteration 26Q: 3 clusters Score -7629574 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -7629589.000000 Penalty: 13065.589844 Iteration 27Q: 3 clusters Score -7629589 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41293 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -7629604.500000 Penalty: 13065.589844 Iteration 28Q: 3 clusters Score -7629604 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41328 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -7629613.500000 Penalty: 13065.589844 Iteration 29Q: 3 clusters Score -7629614 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41346 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -7629629.500000 Penalty: 13065.589844 Iteration 30Q: 3 clusters Score -7629630 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41362 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -7629648.500000 Penalty: 13065.589844 Iteration 31Q: 3 clusters Score -7629648 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41376 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -7629653.500000 Penalty: 13065.589844 Iteration 32Q: 3 clusters Score -7629654 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41392 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -7629668.000000 Penalty: 13065.589844 Iteration 33Q: 3 clusters Score -7629668 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41407 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -7629687.500000 Penalty: 13065.589844 Iteration 34Q: 3 clusters Score -7629688 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41417 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -7629675.000000 Penalty: 13065.589844 Iteration 35Q: 3 clusters Score -7629675 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41434 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -7629696.000000 Penalty: 13065.589844 Iteration 36Q: 3 clusters Score -7629696 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41450 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -7629702.500000 Penalty: 13065.589844 Iteration 37Q: 3 clusters Score -7629702 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41462 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -7629715.500000 Penalty: 13065.589844 Iteration 38Q: 3 clusters Score -7629716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41473 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -7629703.000000 Penalty: 13065.589844 Iteration 39Q: 3 clusters Score -7629703 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41483 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -7629716.000000 Penalty: 13065.589844 Iteration 40F: 3 clusters Score -7629716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41489 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7629716.500000 Penalty: 13065.589844 Iteration 41Q: 3 clusters Score -7629716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41494 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -7629726.500000 Penalty: 13065.589844 Iteration 42Q: 3 clusters Score -7629726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41499 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -7629728.500000 Penalty: 13065.589844 Iteration 43Q: 3 clusters Score -7629728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41501 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -7629731.000000 Penalty: 13065.589844 Iteration 44Q: 3 clusters Score -7629731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41502 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -7629725.500000 Penalty: 13065.589844 Iteration 45Q: 3 clusters Score -7629726 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41502 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -7629725.500000 Penalty: 13065.589844 Iteration 46F: 3 clusters Score -7629726 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Entering Unmasked Estep Score: -186914.015625 Penalty: 4406.592773 Iteration 0F: 2 clusters Score -186914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -182668.171875 Penalty: 8813.185547 Iteration 0F: 3 clusters Score -182668.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -184647.750000 Penalty: 8813.185547 Iteration 1F: 3 clusters Score -184647.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -186529.281250 Penalty: 8813.185547 Iteration 2F: 3 clusters Score -186529.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -187803.312500 Penalty: 8813.185547 Iteration 3F: 3 clusters Score -187803.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -188634.500000 Penalty: 8813.185547 Iteration 4Q: 3 clusters Score -188634.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -189248.703125 Penalty: 8813.185547 Iteration 5Q: 3 clusters Score -189248.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -189434.671875 Penalty: 8813.185547 Iteration 6Q: 3 clusters Score -189434.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -189543.125000 Penalty: 8813.185547 Iteration 7Q: 3 clusters Score -189543.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -189627.609375 Penalty: 8813.185547 Iteration 8Q: 3 clusters Score -189627.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -189656.625000 Penalty: 8813.185547 Iteration 9Q: 3 clusters Score -189656.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -189675.593750 Penalty: 8813.185547 Iteration 10Q: 3 clusters Score -189675.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -189697.250000 Penalty: 8813.185547 Iteration 11Q: 3 clusters Score -189697.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -189711.796875 Penalty: 8813.185547 Iteration 12Q: 3 clusters Score -189711.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -189726.703125 Penalty: 8813.185547 Iteration 13Q: 3 clusters Score -189726.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -189729.875000 Penalty: 8813.185547 Iteration 14Q: 3 clusters Score -189729.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -189731.687500 Penalty: 8813.185547 Iteration 15F: 3 clusters Score -189731.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -189738.406250 Penalty: 8813.185547 Iteration 16Q: 3 clusters Score -189738.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -189738.406250 Penalty: 8813.185547 Iteration 17F: 3 clusters Score -189738.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 951 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70959800.000000 Penalty: 142440.078125 Splitting cluster 9 changes total score from -70960488.000000 to -70959800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Entering Unmasked Estep Score: -1055238.375000 Penalty: 5324.972168 Iteration 0F: 2 clusters Score -1055238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1047519.375000 Penalty: 10649.944336 Iteration 0F: 3 clusters Score -1047519 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1048753.500000 Penalty: 10649.944336 Iteration 1F: 3 clusters Score -1048754 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1049077.250000 Penalty: 10649.944336 Iteration 2F: 3 clusters Score -1049077 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1049291.625000 Penalty: 10649.944336 Iteration 3Q: 3 clusters Score -1049292 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1049412.250000 Penalty: 10649.944336 Iteration 4Q: 3 clusters Score -1049412 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1049509.000000 Penalty: 10649.944336 Iteration 5Q: 3 clusters Score -1049509 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1049591.125000 Penalty: 10649.944336 Iteration 6Q: 3 clusters Score -1049591 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1049651.875000 Penalty: 10649.944336 Iteration 7Q: 3 clusters Score -1049652 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1049691.000000 Penalty: 10649.944336 Iteration 8Q: 3 clusters Score -1049691 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1049724.750000 Penalty: 10649.944336 Iteration 9Q: 3 clusters Score -1049725 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1049759.625000 Penalty: 10649.944336 Iteration 10Q: 3 clusters Score -1049760 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1049787.000000 Penalty: 10649.944336 Iteration 11Q: 3 clusters Score -1049787 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1049814.875000 Penalty: 10649.944336 Iteration 12Q: 3 clusters Score -1049815 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1049844.250000 Penalty: 10649.944336 Iteration 13Q: 3 clusters Score -1049844 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1049865.375000 Penalty: 10649.944336 Iteration 14Q: 3 clusters Score -1049865 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1049892.250000 Penalty: 10649.944336 Iteration 15Q: 3 clusters Score -1049892 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1049914.625000 Penalty: 10649.944336 Iteration 16Q: 3 clusters Score -1049915 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1049934.250000 Penalty: 10649.944336 Iteration 17Q: 3 clusters Score -1049934 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1049953.000000 Penalty: 10649.944336 Iteration 18Q: 3 clusters Score -1049953 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1049973.000000 Penalty: 10649.944336 Iteration 19Q: 3 clusters Score -1049973 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1049997.375000 Penalty: 10649.944336 Iteration 20F: 3 clusters Score -1049997 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1050012.750000 Penalty: 10649.944336 Iteration 21Q: 3 clusters Score -1050013 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1050023.500000 Penalty: 10649.944336 Iteration 22Q: 3 clusters Score -1050024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -1050040.375000 Penalty: 10649.944336 Iteration 23Q: 3 clusters Score -1050040 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1050057.875000 Penalty: 10649.944336 Iteration 24Q: 3 clusters Score -1050058 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1050072.125000 Penalty: 10649.944336 Iteration 25Q: 3 clusters Score -1050072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1050085.375000 Penalty: 10649.944336 Iteration 26Q: 3 clusters Score -1050085 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1050098.625000 Penalty: 10649.944336 Iteration 27Q: 3 clusters Score -1050099 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1050110.500000 Penalty: 10649.944336 Iteration 28Q: 3 clusters Score -1050110 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1050122.750000 Penalty: 10649.944336 Iteration 29Q: 3 clusters Score -1050123 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1050133.750000 Penalty: 10649.944336 Iteration 30Q: 3 clusters Score -1050134 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1050149.125000 Penalty: 10649.944336 Iteration 31Q: 3 clusters Score -1050149 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1050161.125000 Penalty: 10649.944336 Iteration 32Q: 3 clusters Score -1050161 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1050169.375000 Penalty: 10649.944336 Iteration 33Q: 3 clusters Score -1050169 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1050177.625000 Penalty: 10649.944336 Iteration 34Q: 3 clusters Score -1050178 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1050190.250000 Penalty: 10649.944336 Iteration 35Q: 3 clusters Score -1050190 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1050206.125000 Penalty: 10649.944336 Iteration 36Q: 3 clusters Score -1050206 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -1050228.000000 Penalty: 10649.944336 Iteration 37Q: 3 clusters Score -1050228 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1050243.750000 Penalty: 10649.944336 Iteration 38Q: 3 clusters Score -1050244 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1050261.250000 Penalty: 10649.944336 Iteration 39Q: 3 clusters Score -1050261 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -1050279.000000 Penalty: 10649.944336 Iteration 40F: 3 clusters Score -1050279 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1050300.625000 Penalty: 10649.944336 Iteration 41Q: 3 clusters Score -1050301 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1050322.625000 Penalty: 10649.944336 Iteration 42Q: 3 clusters Score -1050323 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -1050339.375000 Penalty: 10649.944336 Iteration 43Q: 3 clusters Score -1050339 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1050357.500000 Penalty: 10649.944336 Iteration 44Q: 3 clusters Score -1050358 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1050382.000000 Penalty: 10649.944336 Iteration 45Q: 3 clusters Score -1050382 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1050412.250000 Penalty: 10649.944336 Iteration 46Q: 3 clusters Score -1050412 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1050438.750000 Penalty: 10649.944336 Iteration 47Q: 3 clusters Score -1050439 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1050482.375000 Penalty: 10649.944336 Iteration 48Q: 3 clusters Score -1050482 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1050534.375000 Penalty: 10649.944336 Iteration 49Q: 3 clusters Score -1050534 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1050583.750000 Penalty: 10649.944336 Iteration 50Q: 3 clusters Score -1050584 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1050631.000000 Penalty: 10649.944336 Iteration 51Q: 3 clusters Score -1050631 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1050678.250000 Penalty: 10649.944336 Iteration 52Q: 3 clusters Score -1050678 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1050726.250000 Penalty: 10649.944336 Iteration 53Q: 3 clusters Score -1050726 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1050765.500000 Penalty: 10649.944336 Iteration 54Q: 3 clusters Score -1050766 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1050796.500000 Penalty: 10649.944336 Iteration 55Q: 3 clusters Score -1050796 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1050822.250000 Penalty: 10649.944336 Iteration 56Q: 3 clusters Score -1050822 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1050846.625000 Penalty: 10649.944336 Iteration 57Q: 3 clusters Score -1050847 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1050873.375000 Penalty: 10649.944336 Iteration 58Q: 3 clusters Score -1050873 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1050890.000000 Penalty: 10649.944336 Iteration 59Q: 3 clusters Score -1050890 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1050899.625000 Penalty: 10649.944336 Iteration 60F: 3 clusters Score -1050900 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1050907.500000 Penalty: 10649.944336 Iteration 61Q: 3 clusters Score -1050908 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1050917.875000 Penalty: 10649.944336 Iteration 62Q: 3 clusters Score -1050918 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1050923.000000 Penalty: 10649.944336 Iteration 63Q: 3 clusters Score -1050923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1050931.125000 Penalty: 10649.944336 Iteration 64Q: 3 clusters Score -1050931 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1050932.125000 Penalty: 10649.944336 Iteration 65Q: 3 clusters Score -1050932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1050936.750000 Penalty: 10649.944336 Iteration 66Q: 3 clusters Score -1050937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -1050939.000000 Penalty: 10649.944336 Iteration 67Q: 3 clusters Score -1050939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -1050941.125000 Penalty: 10649.944336 Iteration 68Q: 3 clusters Score -1050941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1050940.875000 Penalty: 10649.944336 Iteration 69Q: 3 clusters Score -1050941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1050943.625000 Penalty: 10649.944336 Iteration 70Q: 3 clusters Score -1050944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1050945.625000 Penalty: 10649.944336 Iteration 71Q: 3 clusters Score -1050946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1050947.875000 Penalty: 10649.944336 Iteration 72Q: 3 clusters Score -1050948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1050947.375000 Penalty: 10649.944336 Iteration 73Q: 3 clusters Score -1050947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1050947.375000 Penalty: 10649.944336 Iteration 74Q: 3 clusters Score -1050947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1050949.375000 Penalty: 10649.944336 Iteration 75Q: 3 clusters Score -1050949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1050949.375000 Penalty: 10649.944336 Iteration 76F: 3 clusters Score -1050949 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Entering Unmasked Estep Score: -2285760.000000 Penalty: 5802.455078 Iteration 0F: 2 clusters Score -2285760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -2273640.250000 Penalty: 11604.910156 Iteration 0F: 3 clusters Score -2273640 nChanged 5029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2276426.000000 Penalty: 11604.910156 Iteration 1F: 3 clusters Score -2276426 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -2277051.500000 Penalty: 11604.910156 Iteration 2F: 3 clusters Score -2277052 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -2277490.250000 Penalty: 11604.910156 Iteration 3F: 3 clusters Score -2277490 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -2277869.500000 Penalty: 11604.910156 Iteration 4Q: 3 clusters Score -2277870 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2278211.750000 Penalty: 11604.910156 Iteration 5Q: 3 clusters Score -2278212 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -2278531.000000 Penalty: 11604.910156 Iteration 6Q: 3 clusters Score -2278531 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -2278822.500000 Penalty: 11604.910156 Iteration 7Q: 3 clusters Score -2278822 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -2279086.500000 Penalty: 11604.910156 Iteration 8Q: 3 clusters Score -2279086 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -2279333.000000 Penalty: 11604.910156 Iteration 9Q: 3 clusters Score -2279333 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -2279588.500000 Penalty: 11604.910156 Iteration 10Q: 3 clusters Score -2279588 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -2279828.000000 Penalty: 11604.910156 Iteration 11Q: 3 clusters Score -2279828 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -2280068.750000 Penalty: 11604.910156 Iteration 12Q: 3 clusters Score -2280069 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -2280282.250000 Penalty: 11604.910156 Iteration 13Q: 3 clusters Score -2280282 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -2280496.750000 Penalty: 11604.910156 Iteration 14Q: 3 clusters Score -2280497 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -2280681.500000 Penalty: 11604.910156 Iteration 15Q: 3 clusters Score -2280682 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -2280856.000000 Penalty: 11604.910156 Iteration 16Q: 3 clusters Score -2280856 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -2280973.000000 Penalty: 11604.910156 Iteration 17Q: 3 clusters Score -2280973 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -2281067.750000 Penalty: 11604.910156 Iteration 18Q: 3 clusters Score -2281068 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -2281154.250000 Penalty: 11604.910156 Iteration 19Q: 3 clusters Score -2281154 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -2281244.250000 Penalty: 11604.910156 Iteration 20F: 3 clusters Score -2281244 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -2281321.250000 Penalty: 11604.910156 Iteration 21Q: 3 clusters Score -2281321 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2281384.500000 Penalty: 11604.910156 Iteration 22Q: 3 clusters Score -2281384 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -2281442.500000 Penalty: 11604.910156 Iteration 23Q: 3 clusters Score -2281442 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2281498.500000 Penalty: 11604.910156 Iteration 24Q: 3 clusters Score -2281498 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -2281556.000000 Penalty: 11604.910156 Iteration 25Q: 3 clusters Score -2281556 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -2281585.250000 Penalty: 11604.910156 Iteration 26Q: 3 clusters Score -2281585 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -2281612.000000 Penalty: 11604.910156 Iteration 27Q: 3 clusters Score -2281612 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -2281643.750000 Penalty: 11604.910156 Iteration 28Q: 3 clusters Score -2281644 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2281659.250000 Penalty: 11604.910156 Iteration 29Q: 3 clusters Score -2281659 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -2281681.250000 Penalty: 11604.910156 Iteration 30Q: 3 clusters Score -2281681 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -2281700.250000 Penalty: 11604.910156 Iteration 31Q: 3 clusters Score -2281700 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -2281726.250000 Penalty: 11604.910156 Iteration 32Q: 3 clusters Score -2281726 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -2281750.750000 Penalty: 11604.910156 Iteration 33Q: 3 clusters Score -2281751 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2281762.000000 Penalty: 11604.910156 Iteration 34Q: 3 clusters Score -2281762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11538 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -2281775.750000 Penalty: 11604.910156 Iteration 35Q: 3 clusters Score -2281776 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -2281789.250000 Penalty: 11604.910156 Iteration 36Q: 3 clusters Score -2281789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -2281794.750000 Penalty: 11604.910156 Iteration 37Q: 3 clusters Score -2281795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -2281804.250000 Penalty: 11604.910156 Iteration 38Q: 3 clusters Score -2281804 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -2281807.500000 Penalty: 11604.910156 Iteration 39Q: 3 clusters Score -2281808 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -2281817.250000 Penalty: 11604.910156 Iteration 40F: 3 clusters Score -2281817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -2281819.000000 Penalty: 11604.910156 Iteration 41Q: 3 clusters Score -2281819 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -2281824.250000 Penalty: 11604.910156 Iteration 42Q: 3 clusters Score -2281824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -2281828.750000 Penalty: 11604.910156 Iteration 43Q: 3 clusters Score -2281829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -2281827.000000 Penalty: 11604.910156 Iteration 44Q: 3 clusters Score -2281827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -2281828.750000 Penalty: 11604.910156 Iteration 45Q: 3 clusters Score -2281829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -2281826.500000 Penalty: 11604.910156 Iteration 46Q: 3 clusters Score -2281826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -2281827.000000 Penalty: 11604.910156 Iteration 47Q: 3 clusters Score -2281827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2281828.750000 Penalty: 11604.910156 Iteration 48Q: 3 clusters Score -2281829 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2281828.750000 Penalty: 11604.910156 Iteration 49F: 3 clusters Score -2281829 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (100264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100264 members Entering Unmasked Estep Score: -17862454.000000 Penalty: 7053.281738 Iteration 0F: 2 clusters Score -1.786245e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50023 members Mstep: Class 2 contains 50241 members Entering Unmasked Estep Score: -17794172.000000 Penalty: 14106.563477 Iteration 0F: 3 clusters Score -1.779417e+07 nChanged 45620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49311 members Mstep: Class 2 contains 50953 members Entering Unmasked Estep Score: -17818786.000000 Penalty: 14106.563477 Iteration 1F: 3 clusters Score -1.781879e+07 nChanged 4045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48824 members Mstep: Class 2 contains 51440 members Entering Unmasked Estep Score: -17819858.000000 Penalty: 14106.563477 Iteration 2Q: 3 clusters Score -1.781986e+07 nChanged 3816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48012 members Mstep: Class 2 contains 52252 members Entering Unmasked Estep Score: -17820922.000000 Penalty: 14106.563477 Iteration 3Q: 3 clusters Score -1.782092e+07 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46707 members Mstep: Class 2 contains 53557 members Entering Unmasked Estep Score: -17822214.000000 Penalty: 14106.563477 Iteration 4Q: 3 clusters Score -1.782221e+07 nChanged 3969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44828 members Mstep: Class 2 contains 55436 members Entering Unmasked Estep Score: -17823586.000000 Penalty: 14106.563477 Iteration 5Q: 3 clusters Score -1.782359e+07 nChanged 4395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42147 members Mstep: Class 2 contains 58117 members Entering Unmasked Estep Score: -17825460.000000 Penalty: 14106.563477 Iteration 6Q: 3 clusters Score -1.782546e+07 nChanged 5128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38597 members Mstep: Class 2 contains 61667 members Entering Unmasked Estep Score: -17827834.000000 Penalty: 14106.563477 Iteration 7F: 3 clusters Score -1.782783e+07 nChanged 5987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34058 members Mstep: Class 2 contains 66206 members Entering Unmasked Estep Score: -17831544.000000 Penalty: 14106.563477 Iteration 8F: 3 clusters Score -1.783154e+07 nChanged 6429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28889 members Mstep: Class 2 contains 71375 members Entering Unmasked Estep Score: -17835780.000000 Penalty: 14106.563477 Iteration 9F: 3 clusters Score -1.783578e+07 nChanged 6327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 76644 members Entering Unmasked Estep Score: -17840004.000000 Penalty: 14106.563477 Iteration 10F: 3 clusters Score -1.784e+07 nChanged 5445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18813 members Mstep: Class 2 contains 81451 members Entering Unmasked Estep Score: -17843852.000000 Penalty: 14106.563477 Iteration 11F: 3 clusters Score -1.784385e+07 nChanged 4608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14547 members Mstep: Class 2 contains 85717 members Entering Unmasked Estep Score: -17847112.000000 Penalty: 14106.563477 Iteration 12Q: 3 clusters Score -1.784711e+07 nChanged 3719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 89190 members Entering Unmasked Estep Score: -17849808.000000 Penalty: 14106.563477 Iteration 13Q: 3 clusters Score -1.784981e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 91854 members Entering Unmasked Estep Score: -17851966.000000 Penalty: 14106.563477 Iteration 14Q: 3 clusters Score -1.785197e+07 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 93852 members Entering Unmasked Estep Score: -17853638.000000 Penalty: 14106.563477 Iteration 15Q: 3 clusters Score -1.785364e+07 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 95266 members Entering Unmasked Estep Score: -17854836.000000 Penalty: 14106.563477 Iteration 16Q: 3 clusters Score -1.785484e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 96302 members Entering Unmasked Estep Score: -17855802.000000 Penalty: 14106.563477 Iteration 17Q: 3 clusters Score -1.78558e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 97038 members Entering Unmasked Estep Score: -17856446.000000 Penalty: 14106.563477 Iteration 18Q: 3 clusters Score -1.785645e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 97531 members Entering Unmasked Estep Score: -17856946.000000 Penalty: 14106.563477 Iteration 19Q: 3 clusters Score -1.785695e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 97820 members Entering Unmasked Estep Score: -17857342.000000 Penalty: 14106.563477 Iteration 20F: 3 clusters Score -1.785734e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 97988 members Entering Unmasked Estep Score: -17857694.000000 Penalty: 14106.563477 Iteration 21Q: 3 clusters Score -1.785769e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 98087 members Entering Unmasked Estep Score: -17857908.000000 Penalty: 14106.563477 Iteration 22Q: 3 clusters Score -1.785791e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 98111 members Entering Unmasked Estep Score: -17858140.000000 Penalty: 14106.563477 Iteration 23Q: 3 clusters Score -1.785814e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 98120 members Entering Unmasked Estep Score: -17858256.000000 Penalty: 14106.563477 Iteration 24Q: 3 clusters Score -1.785826e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 98109 members Entering Unmasked Estep Score: -17858290.000000 Penalty: 14106.563477 Iteration 25Q: 3 clusters Score -1.785829e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 98086 members Entering Unmasked Estep Score: -17858334.000000 Penalty: 14106.563477 Iteration 26Q: 3 clusters Score -1.785833e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 98058 members Entering Unmasked Estep Score: -17858374.000000 Penalty: 14106.563477 Iteration 27Q: 3 clusters Score -1.785837e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 98031 members Entering Unmasked Estep Score: -17858414.000000 Penalty: 14106.563477 Iteration 28Q: 3 clusters Score -1.785841e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 97998 members Entering Unmasked Estep Score: -17858438.000000 Penalty: 14106.563477 Iteration 29Q: 3 clusters Score -1.785844e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 97973 members Entering Unmasked Estep Score: -17858452.000000 Penalty: 14106.563477 Iteration 30Q: 3 clusters Score -1.785845e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 97947 members Entering Unmasked Estep Score: -17858468.000000 Penalty: 14106.563477 Iteration 31Q: 3 clusters Score -1.785847e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 97927 members Entering Unmasked Estep Score: -17858478.000000 Penalty: 14106.563477 Iteration 32Q: 3 clusters Score -1.785848e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 97918 members Entering Unmasked Estep Score: -17858492.000000 Penalty: 14106.563477 Iteration 33Q: 3 clusters Score -1.785849e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 97905 members Entering Unmasked Estep Score: -17858512.000000 Penalty: 14106.563477 Iteration 34Q: 3 clusters Score -1.785851e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 97889 members Entering Unmasked Estep Score: -17858504.000000 Penalty: 14106.563477 Iteration 35Q: 3 clusters Score -1.78585e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 97877 members Entering Unmasked Estep Score: -17858540.000000 Penalty: 14106.563477 Iteration 36Q: 3 clusters Score -1.785854e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 97869 members Entering Unmasked Estep Score: -17858516.000000 Penalty: 14106.563477 Iteration 37Q: 3 clusters Score -1.785852e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 97863 members Entering Unmasked Estep Score: -17858538.000000 Penalty: 14106.563477 Iteration 38Q: 3 clusters Score -1.785854e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 97858 members Entering Unmasked Estep Score: -17858548.000000 Penalty: 14106.563477 Iteration 39Q: 3 clusters Score -1.785855e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 97851 members Entering Unmasked Estep Score: -17858558.000000 Penalty: 14106.563477 Iteration 40F: 3 clusters Score -1.785856e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 97842 members Entering Unmasked Estep Score: -17858576.000000 Penalty: 14106.563477 Iteration 41Q: 3 clusters Score -1.785858e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 97836 members Entering Unmasked Estep Score: -17858554.000000 Penalty: 14106.563477 Iteration 42Q: 3 clusters Score -1.785855e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 97830 members Entering Unmasked Estep Score: -17858554.000000 Penalty: 14106.563477 Iteration 43Q: 3 clusters Score -1.785855e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 97825 members Entering Unmasked Estep Score: -17858574.000000 Penalty: 14106.563477 Iteration 44Q: 3 clusters Score -1.785857e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 97826 members Entering Unmasked Estep Score: -17858576.000000 Penalty: 14106.563477 Iteration 45Q: 3 clusters Score -1.785858e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 97823 members Entering Unmasked Estep Score: -17858584.000000 Penalty: 14106.563477 Iteration 46Q: 3 clusters Score -1.785858e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 97821 members Entering Unmasked Estep Score: -17858586.000000 Penalty: 14106.563477 Iteration 47Q: 3 clusters Score -1.785859e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 97819 members Entering Unmasked Estep Score: -17858594.000000 Penalty: 14106.563477 Iteration 48Q: 3 clusters Score -1.785859e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 97817 members Entering Unmasked Estep Score: -17858584.000000 Penalty: 14106.563477 Iteration 49Q: 3 clusters Score -1.785858e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 97816 members Entering Unmasked Estep Score: -17858594.000000 Penalty: 14106.563477 Iteration 50Q: 3 clusters Score -1.785859e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 97815 members Entering Unmasked Estep Score: -17858588.000000 Penalty: 14106.563477 Iteration 51Q: 3 clusters Score -1.785859e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 97813 members Entering Unmasked Estep Score: -17858590.000000 Penalty: 14106.563477 Iteration 52Q: 3 clusters Score -1.785859e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 97812 members Entering Unmasked Estep Score: -17858604.000000 Penalty: 14106.563477 Iteration 53Q: 3 clusters Score -1.78586e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 97812 members Entering Unmasked Estep Score: -17858584.000000 Penalty: 14106.563477 Iteration 54Q: 3 clusters Score -1.785858e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 97812 members Entering Unmasked Estep Score: -17858584.000000 Penalty: 14106.563477 Iteration 55F: 3 clusters Score -1.785858e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Entering Unmasked Estep Score: -223023.781250 Penalty: 4457.737305 Iteration 0F: 2 clusters Score -223023.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -218581.062500 Penalty: 8915.474609 Iteration 0F: 3 clusters Score -218581.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -219549.375000 Penalty: 8915.474609 Iteration 1F: 3 clusters Score -219549.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -220128.921875 Penalty: 8915.474609 Iteration 2F: 3 clusters Score -220128.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -220626.046875 Penalty: 8915.474609 Iteration 3F: 3 clusters Score -220626 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -221200.343750 Penalty: 8915.474609 Iteration 4F: 3 clusters Score -221200.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -221642.062500 Penalty: 8915.474609 Iteration 5F: 3 clusters Score -221642.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -221859.484375 Penalty: 8915.474609 Iteration 6Q: 3 clusters Score -221859.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -222045.000000 Penalty: 8915.474609 Iteration 7Q: 3 clusters Score -222045 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -222209.406250 Penalty: 8915.474609 Iteration 8Q: 3 clusters Score -222209.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -222376.500000 Penalty: 8915.474609 Iteration 9Q: 3 clusters Score -222376.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -222604.234375 Penalty: 8915.474609 Iteration 10Q: 3 clusters Score -222604.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -222691.859375 Penalty: 8915.474609 Iteration 11Q: 3 clusters Score -222691.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -222756.156250 Penalty: 8915.474609 Iteration 12Q: 3 clusters Score -222756.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -222786.046875 Penalty: 8915.474609 Iteration 13Q: 3 clusters Score -222786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -222805.500000 Penalty: 8915.474609 Iteration 14Q: 3 clusters Score -222805.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -222814.234375 Penalty: 8915.474609 Iteration 15Q: 3 clusters Score -222814.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -222833.765625 Penalty: 8915.474609 Iteration 16F: 3 clusters Score -222833.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -222892.562500 Penalty: 8915.474609 Iteration 17Q: 3 clusters Score -222892.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -222979.203125 Penalty: 8915.474609 Iteration 18Q: 3 clusters Score -222979.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -223091.812500 Penalty: 8915.474609 Iteration 19Q: 3 clusters Score -223091.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -223258.625000 Penalty: 8915.474609 Iteration 20F: 3 clusters Score -223258.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -223443.562500 Penalty: 8915.474609 Iteration 21Q: 3 clusters Score -223443.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -223451.609375 Penalty: 8915.474609 Iteration 22Q: 3 clusters Score -223451.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -223451.609375 Penalty: 8915.474609 Iteration 23F: 3 clusters Score -223451.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 253 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1195 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70957440.000000 Penalty: 142440.078125 Splitting cluster 14 changes total score from -70960488.000000 to -70957440.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Entering Unmasked Estep Score: -160023.484375 Penalty: 4209.812988 Iteration 0F: 2 clusters Score -160023.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -156040.953125 Penalty: 8419.625977 Iteration 0F: 3 clusters Score -156041 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -156568.343750 Penalty: 8419.625977 Iteration 1F: 3 clusters Score -156568.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -157127.875000 Penalty: 8419.625977 Iteration 2F: 3 clusters Score -157127.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -157353.859375 Penalty: 8419.625977 Iteration 3F: 3 clusters Score -157353.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -157553.000000 Penalty: 8419.625977 Iteration 4F: 3 clusters Score -157553 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -157718.125000 Penalty: 8419.625977 Iteration 5Q: 3 clusters Score -157718.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -157893.562500 Penalty: 8419.625977 Iteration 6Q: 3 clusters Score -157893.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -158054.843750 Penalty: 8419.625977 Iteration 7Q: 3 clusters Score -158054.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -158174.218750 Penalty: 8419.625977 Iteration 8Q: 3 clusters Score -158174.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -158260.687500 Penalty: 8419.625977 Iteration 9Q: 3 clusters Score -158260.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -158357.421875 Penalty: 8419.625977 Iteration 10Q: 3 clusters Score -158357.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -158427.890625 Penalty: 8419.625977 Iteration 11Q: 3 clusters Score -158427.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -158483.781250 Penalty: 8419.625977 Iteration 12Q: 3 clusters Score -158483.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -158577.250000 Penalty: 8419.625977 Iteration 13Q: 3 clusters Score -158577.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -158652.843750 Penalty: 8419.625977 Iteration 14Q: 3 clusters Score -158652.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -158745.031250 Penalty: 8419.625977 Iteration 15Q: 3 clusters Score -158745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -158802.093750 Penalty: 8419.625977 Iteration 16Q: 3 clusters Score -158802.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -158844.718750 Penalty: 8419.625977 Iteration 17Q: 3 clusters Score -158844.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -158891.515625 Penalty: 8419.625977 Iteration 18Q: 3 clusters Score -158891.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -158941.078125 Penalty: 8419.625977 Iteration 19Q: 3 clusters Score -158941.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -159019.375000 Penalty: 8419.625977 Iteration 20F: 3 clusters Score -159019.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -159099.484375 Penalty: 8419.625977 Iteration 21Q: 3 clusters Score -159099.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -159134.625000 Penalty: 8419.625977 Iteration 22Q: 3 clusters Score -159134.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -159137.953125 Penalty: 8419.625977 Iteration 23Q: 3 clusters Score -159138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -159141.125000 Penalty: 8419.625977 Iteration 24Q: 3 clusters Score -159141.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -159155.718750 Penalty: 8419.625977 Iteration 25Q: 3 clusters Score -159155.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -159177.390625 Penalty: 8419.625977 Iteration 26Q: 3 clusters Score -159177.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -159194.781250 Penalty: 8419.625977 Iteration 27Q: 3 clusters Score -159194.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -159209.265625 Penalty: 8419.625977 Iteration 28Q: 3 clusters Score -159209.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -159223.093750 Penalty: 8419.625977 Iteration 29Q: 3 clusters Score -159223.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -159255.578125 Penalty: 8419.625977 Iteration 30Q: 3 clusters Score -159255.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -159285.328125 Penalty: 8419.625977 Iteration 31Q: 3 clusters Score -159285.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -159321.015625 Penalty: 8419.625977 Iteration 32Q: 3 clusters Score -159321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -159353.375000 Penalty: 8419.625977 Iteration 33Q: 3 clusters Score -159353.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -159385.640625 Penalty: 8419.625977 Iteration 34Q: 3 clusters Score -159385.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -159407.656250 Penalty: 8419.625977 Iteration 35Q: 3 clusters Score -159407.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -159418.015625 Penalty: 8419.625977 Iteration 36Q: 3 clusters Score -159418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -159425.250000 Penalty: 8419.625977 Iteration 37Q: 3 clusters Score -159425.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -159429.562500 Penalty: 8419.625977 Iteration 38Q: 3 clusters Score -159429.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -159429.562500 Penalty: 8419.625977 Iteration 39F: 3 clusters Score -159429.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25332 members Entering Unmasked Estep Score: -4354320.000000 Penalty: 6210.642090 Iteration 0F: 2 clusters Score -4354320 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -4334518.000000 Penalty: 12421.284180 Iteration 0F: 3 clusters Score -4334518 nChanged 10525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -4341710.500000 Penalty: 12421.284180 Iteration 1F: 3 clusters Score -4341710 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -4344691.500000 Penalty: 12421.284180 Iteration 2F: 3 clusters Score -4344692 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -4347215.000000 Penalty: 12421.284180 Iteration 3F: 3 clusters Score -4347215 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -4349338.500000 Penalty: 12421.284180 Iteration 4F: 3 clusters Score -4349338 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 18157 members Entering Unmasked Estep Score: -4351097.500000 Penalty: 12421.284180 Iteration 5F: 3 clusters Score -4351098 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -4352399.000000 Penalty: 12421.284180 Iteration 6F: 3 clusters Score -4352399 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 20509 members Entering Unmasked Estep Score: -4353303.000000 Penalty: 12421.284180 Iteration 7Q: 3 clusters Score -4353303 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 21293 members Entering Unmasked Estep Score: -4353899.000000 Penalty: 12421.284180 Iteration 8Q: 3 clusters Score -4353899 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 21812 members Entering Unmasked Estep Score: -4354238.000000 Penalty: 12421.284180 Iteration 9Q: 3 clusters Score -4354238 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 22142 members Entering Unmasked Estep Score: -4354421.000000 Penalty: 12421.284180 Iteration 10Q: 3 clusters Score -4354421 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 22332 members Entering Unmasked Estep Score: -4354493.500000 Penalty: 12421.284180 Iteration 11Q: 3 clusters Score -4354494 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 22441 members Entering Unmasked Estep Score: -4354541.500000 Penalty: 12421.284180 Iteration 12Q: 3 clusters Score -4354542 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 22513 members Entering Unmasked Estep Score: -4354576.500000 Penalty: 12421.284180 Iteration 13Q: 3 clusters Score -4354576 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 22563 members Entering Unmasked Estep Score: -4354586.000000 Penalty: 12421.284180 Iteration 14Q: 3 clusters Score -4354586 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 22601 members Entering Unmasked Estep Score: -4354616.500000 Penalty: 12421.284180 Iteration 15Q: 3 clusters Score -4354616 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 22629 members Entering Unmasked Estep Score: -4354620.000000 Penalty: 12421.284180 Iteration 16Q: 3 clusters Score -4354620 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 22657 members Entering Unmasked Estep Score: -4354622.000000 Penalty: 12421.284180 Iteration 17Q: 3 clusters Score -4354622 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 22677 members Entering Unmasked Estep Score: -4354629.000000 Penalty: 12421.284180 Iteration 18Q: 3 clusters Score -4354629 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 22691 members Entering Unmasked Estep Score: -4354632.000000 Penalty: 12421.284180 Iteration 19Q: 3 clusters Score -4354632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 22700 members Entering Unmasked Estep Score: -4354634.000000 Penalty: 12421.284180 Iteration 20F: 3 clusters Score -4354634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 22707 members Entering Unmasked Estep Score: -4354637.000000 Penalty: 12421.284180 Iteration 21Q: 3 clusters Score -4354637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 22712 members Entering Unmasked Estep Score: -4354633.500000 Penalty: 12421.284180 Iteration 22Q: 3 clusters Score -4354634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 22718 members Entering Unmasked Estep Score: -4354625.500000 Penalty: 12421.284180 Iteration 23Q: 3 clusters Score -4354626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 22725 members Entering Unmasked Estep Score: -4354640.500000 Penalty: 12421.284180 Iteration 24Q: 3 clusters Score -4354640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 22729 members Entering Unmasked Estep Score: -4354644.000000 Penalty: 12421.284180 Iteration 25Q: 3 clusters Score -4354644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 22731 members Entering Unmasked Estep Score: -4354649.000000 Penalty: 12421.284180 Iteration 26Q: 3 clusters Score -4354649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -4354641.000000 Penalty: 12421.284180 Iteration 27Q: 3 clusters Score -4354641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -4354641.000000 Penalty: 12421.284180 Iteration 28F: 3 clusters Score -4354641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 8 contains 22732 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 2600 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep Score: -70958880.000000 Penalty: 142440.078125 Splitting cluster 17 changes total score from -70960488.000000 to -70958880.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (1524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Entering Unmasked Estep Score: -237944.937500 Penalty: 4489.069824 Iteration 0F: 2 clusters Score -237944.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -233360.109375 Penalty: 8978.139648 Iteration 0F: 3 clusters Score -233360.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -233910.765625 Penalty: 8978.139648 Iteration 1F: 3 clusters Score -233910.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -234262.500000 Penalty: 8978.139648 Iteration 2F: 3 clusters Score -234262.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -234647.062500 Penalty: 8978.139648 Iteration 3Q: 3 clusters Score -234647.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -235123.906250 Penalty: 8978.139648 Iteration 4Q: 3 clusters Score -235123.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -235367.046875 Penalty: 8978.139648 Iteration 5Q: 3 clusters Score -235367 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -235508.125000 Penalty: 8978.139648 Iteration 6Q: 3 clusters Score -235508.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -235609.453125 Penalty: 8978.139648 Iteration 7Q: 3 clusters Score -235609.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -235698.359375 Penalty: 8978.139648 Iteration 8Q: 3 clusters Score -235698.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -235762.500000 Penalty: 8978.139648 Iteration 9Q: 3 clusters Score -235762.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -235830.187500 Penalty: 8978.139648 Iteration 10Q: 3 clusters Score -235830.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -235879.921875 Penalty: 8978.139648 Iteration 11Q: 3 clusters Score -235879.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -235936.328125 Penalty: 8978.139648 Iteration 12Q: 3 clusters Score -235936.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -236007.781250 Penalty: 8978.139648 Iteration 13Q: 3 clusters Score -236007.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -236046.671875 Penalty: 8978.139648 Iteration 14Q: 3 clusters Score -236046.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -236070.187500 Penalty: 8978.139648 Iteration 15Q: 3 clusters Score -236070.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -236134.140625 Penalty: 8978.139648 Iteration 16Q: 3 clusters Score -236134.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -236176.359375 Penalty: 8978.139648 Iteration 17Q: 3 clusters Score -236176.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -236205.375000 Penalty: 8978.139648 Iteration 18Q: 3 clusters Score -236205.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -236216.609375 Penalty: 8978.139648 Iteration 19Q: 3 clusters Score -236216.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -236225.515625 Penalty: 8978.139648 Iteration 20F: 3 clusters Score -236225.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -236231.812500 Penalty: 8978.139648 Iteration 21Q: 3 clusters Score -236231.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -236242.921875 Penalty: 8978.139648 Iteration 22Q: 3 clusters Score -236242.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -236263.281250 Penalty: 8978.139648 Iteration 23Q: 3 clusters Score -236263.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -236283.906250 Penalty: 8978.139648 Iteration 24Q: 3 clusters Score -236283.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -236307.812500 Penalty: 8978.139648 Iteration 25Q: 3 clusters Score -236307.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -236339.421875 Penalty: 8978.139648 Iteration 26Q: 3 clusters Score -236339.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -236359.734375 Penalty: 8978.139648 Iteration 27Q: 3 clusters Score -236359.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -236374.812500 Penalty: 8978.139648 Iteration 28Q: 3 clusters Score -236374.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -236381.984375 Penalty: 8978.139648 Iteration 29Q: 3 clusters Score -236382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -236385.390625 Penalty: 8978.139648 Iteration 30Q: 3 clusters Score -236385.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -236389.859375 Penalty: 8978.139648 Iteration 31Q: 3 clusters Score -236389.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -236393.765625 Penalty: 8978.139648 Iteration 32Q: 3 clusters Score -236393.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -236394.687500 Penalty: 8978.139648 Iteration 33Q: 3 clusters Score -236394.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -236396.656250 Penalty: 8978.139648 Iteration 34Q: 3 clusters Score -236396.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -236396.656250 Penalty: 8978.139648 Iteration 35F: 3 clusters Score -236396.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (147232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147232 members Entering Unmasked Estep Score: -25982924.000000 Penalty: 7288.605957 Iteration 0F: 2 clusters Score -2.598292e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73885 members Mstep: Class 2 contains 73347 members Entering Unmasked Estep Score: -25883362.000000 Penalty: 14577.211914 Iteration 0F: 3 clusters Score -2.588336e+07 nChanged 68577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76762 members Mstep: Class 2 contains 70470 members Entering Unmasked Estep Score: -25922000.000000 Penalty: 14577.211914 Iteration 1F: 3 clusters Score -2.5922e+07 nChanged 5401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78491 members Mstep: Class 2 contains 68741 members Entering Unmasked Estep Score: -25923574.000000 Penalty: 14577.211914 Iteration 2Q: 3 clusters Score -2.592357e+07 nChanged 5355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81016 members Mstep: Class 2 contains 66216 members Entering Unmasked Estep Score: -25925138.000000 Penalty: 14577.211914 Iteration 3Q: 3 clusters Score -2.592514e+07 nChanged 5740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84750 members Mstep: Class 2 contains 62482 members Entering Unmasked Estep Score: -25927180.000000 Penalty: 14577.211914 Iteration 4Q: 3 clusters Score -2.592718e+07 nChanged 6643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90051 members Mstep: Class 2 contains 57181 members Entering Unmasked Estep Score: -25930024.000000 Penalty: 14577.211914 Iteration 5Q: 3 clusters Score -2.593002e+07 nChanged 8296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97527 members Mstep: Class 2 contains 49705 members Entering Unmasked Estep Score: -25934818.000000 Penalty: 14577.211914 Iteration 6F: 3 clusters Score -2.593482e+07 nChanged 10094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107215 members Mstep: Class 2 contains 40017 members Entering Unmasked Estep Score: -25942108.000000 Penalty: 14577.211914 Iteration 7F: 3 clusters Score -2.594211e+07 nChanged 11439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118472 members Mstep: Class 2 contains 28760 members Entering Unmasked Estep Score: -25951830.000000 Penalty: 14577.211914 Iteration 8F: 3 clusters Score -2.595183e+07 nChanged 11034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129332 members Mstep: Class 2 contains 17900 members Entering Unmasked Estep Score: -25962242.000000 Penalty: 14577.211914 Iteration 9F: 3 clusters Score -2.596224e+07 nChanged 8072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137290 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -25970090.000000 Penalty: 14577.211914 Iteration 10F: 3 clusters Score -2.597009e+07 nChanged 4544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141688 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -25974366.000000 Penalty: 14577.211914 Iteration 11Q: 3 clusters Score -2.597437e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143860 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -25976262.000000 Penalty: 14577.211914 Iteration 12Q: 3 clusters Score -2.597626e+07 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144896 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -25977062.000000 Penalty: 14577.211914 Iteration 13Q: 3 clusters Score -2.597706e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145368 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -25977516.000000 Penalty: 14577.211914 Iteration 14Q: 3 clusters Score -2.597752e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145604 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -25977788.000000 Penalty: 14577.211914 Iteration 15Q: 3 clusters Score -2.597779e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145739 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -25977844.000000 Penalty: 14577.211914 Iteration 16Q: 3 clusters Score -2.597784e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145825 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -25977964.000000 Penalty: 14577.211914 Iteration 17Q: 3 clusters Score -2.597796e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145864 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -25978004.000000 Penalty: 14577.211914 Iteration 18Q: 3 clusters Score -2.5978e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145897 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -25978070.000000 Penalty: 14577.211914 Iteration 19Q: 3 clusters Score -2.597807e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145916 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -25978112.000000 Penalty: 14577.211914 Iteration 20F: 3 clusters Score -2.597811e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145924 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -25978114.000000 Penalty: 14577.211914 Iteration 21Q: 3 clusters Score -2.597811e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145928 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -25978116.000000 Penalty: 14577.211914 Iteration 22Q: 3 clusters Score -2.597812e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145936 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -25978116.000000 Penalty: 14577.211914 Iteration 23Q: 3 clusters Score -2.597812e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145937 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -25978132.000000 Penalty: 14577.211914 Iteration 24Q: 3 clusters Score -2.597813e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145938 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -25978154.000000 Penalty: 14577.211914 Iteration 25Q: 3 clusters Score -2.597815e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145947 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -25978144.000000 Penalty: 14577.211914 Iteration 26Q: 3 clusters Score -2.597814e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145948 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -25978158.000000 Penalty: 14577.211914 Iteration 27Q: 3 clusters Score -2.597816e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145946 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -25978168.000000 Penalty: 14577.211914 Iteration 28Q: 3 clusters Score -2.597817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145946 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -25978166.000000 Penalty: 14577.211914 Iteration 29Q: 3 clusters Score -2.597817e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145946 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -25978166.000000 Penalty: 14577.211914 Iteration 30F: 3 clusters Score -2.597817e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14901 members Entering Unmasked Estep Score: -2599197.000000 Penalty: 5885.625000 Iteration 0F: 2 clusters Score -2599197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2585841.750000 Penalty: 11771.250000 Iteration 0F: 3 clusters Score -2585842 nChanged 5821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -2589155.500000 Penalty: 11771.250000 Iteration 1F: 3 clusters Score -2589156 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -2589865.500000 Penalty: 11771.250000 Iteration 2F: 3 clusters Score -2589866 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -2590421.500000 Penalty: 11771.250000 Iteration 3F: 3 clusters Score -2590422 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -2590994.750000 Penalty: 11771.250000 Iteration 4F: 3 clusters Score -2590995 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -2591603.250000 Penalty: 11771.250000 Iteration 5Q: 3 clusters Score -2591603 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -2592223.500000 Penalty: 11771.250000 Iteration 6Q: 3 clusters Score -2592224 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -2592812.250000 Penalty: 11771.250000 Iteration 7F: 3 clusters Score -2592812 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -2593434.250000 Penalty: 11771.250000 Iteration 8F: 3 clusters Score -2593434 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -2593983.000000 Penalty: 11771.250000 Iteration 9Q: 3 clusters Score -2593983 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -2594522.000000 Penalty: 11771.250000 Iteration 10Q: 3 clusters Score -2594522 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -2594985.500000 Penalty: 11771.250000 Iteration 11Q: 3 clusters Score -2594986 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -2595399.250000 Penalty: 11771.250000 Iteration 12Q: 3 clusters Score -2595399 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -2595661.000000 Penalty: 11771.250000 Iteration 13Q: 3 clusters Score -2595661 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -2595854.750000 Penalty: 11771.250000 Iteration 14Q: 3 clusters Score -2595855 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -2596001.250000 Penalty: 11771.250000 Iteration 15Q: 3 clusters Score -2596001 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -2596100.500000 Penalty: 11771.250000 Iteration 16Q: 3 clusters Score -2596100 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -2596156.500000 Penalty: 11771.250000 Iteration 17Q: 3 clusters Score -2596156 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -2596209.250000 Penalty: 11771.250000 Iteration 18Q: 3 clusters Score -2596209 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2596252.000000 Penalty: 11771.250000 Iteration 19Q: 3 clusters Score -2596252 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -2596277.000000 Penalty: 11771.250000 Iteration 20F: 3 clusters Score -2596277 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -2596309.250000 Penalty: 11771.250000 Iteration 21Q: 3 clusters Score -2596309 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -2596327.000000 Penalty: 11771.250000 Iteration 22Q: 3 clusters Score -2596327 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -2596342.000000 Penalty: 11771.250000 Iteration 23Q: 3 clusters Score -2596342 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -2596352.750000 Penalty: 11771.250000 Iteration 24Q: 3 clusters Score -2596353 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -2596375.750000 Penalty: 11771.250000 Iteration 25Q: 3 clusters Score -2596376 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -2596389.500000 Penalty: 11771.250000 Iteration 26Q: 3 clusters Score -2596390 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -2596405.000000 Penalty: 11771.250000 Iteration 27Q: 3 clusters Score -2596405 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -2596407.000000 Penalty: 11771.250000 Iteration 28Q: 3 clusters Score -2596407 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12519 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -2596413.250000 Penalty: 11771.250000 Iteration 29Q: 3 clusters Score -2596413 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2596418.250000 Penalty: 11771.250000 Iteration 30Q: 3 clusters Score -2596418 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -2596433.000000 Penalty: 11771.250000 Iteration 31Q: 3 clusters Score -2596433 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -2596436.000000 Penalty: 11771.250000 Iteration 32Q: 3 clusters Score -2596436 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -2596442.500000 Penalty: 11771.250000 Iteration 33Q: 3 clusters Score -2596442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -2596460.250000 Penalty: 11771.250000 Iteration 34Q: 3 clusters Score -2596460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -2596468.000000 Penalty: 11771.250000 Iteration 35Q: 3 clusters Score -2596468 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -2596485.500000 Penalty: 11771.250000 Iteration 36Q: 3 clusters Score -2596486 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -2596485.250000 Penalty: 11771.250000 Iteration 37Q: 3 clusters Score -2596485 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2596495.000000 Penalty: 11771.250000 Iteration 38Q: 3 clusters Score -2596495 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -2596503.500000 Penalty: 11771.250000 Iteration 39Q: 3 clusters Score -2596504 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -2596509.750000 Penalty: 11771.250000 Iteration 40F: 3 clusters Score -2596510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2596512.500000 Penalty: 11771.250000 Iteration 41Q: 3 clusters Score -2596512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -2596514.000000 Penalty: 11771.250000 Iteration 42Q: 3 clusters Score -2596514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -2596514.000000 Penalty: 11771.250000 Iteration 43F: 3 clusters Score -2596514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8817 members Mstep: Class 6 contains 23527 members Mstep: Class 7 contains 42864 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13009 members Mstep: Class 12 contains 100264 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 25332 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147232 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep ConsiderDeletion Score: -70960456.000000 Penalty: 134526.734375 Iteration 79Q: 18 clusters Score -7.096046e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 8448 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8802 members Mstep: Class 6 contains 23529 members Mstep: Class 7 contains 42859 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5965 members Mstep: Class 11 contains 13007 members Mstep: Class 12 contains 100298 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 25328 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147221 members Mstep: Class 20 contains 14901 members Entering Unmasked Estep ConsiderDeletion Score: -70960384.000000 Penalty: 134526.734375 Iteration 80F: 18 clusters Score -7.096038e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8811 members Mstep: Class 6 contains 23523 members Mstep: Class 7 contains 42851 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 13001 members Mstep: Class 12 contains 100321 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 25325 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147214 members Mstep: Class 20 contains 14896 members Entering Unmasked Estep ConsiderDeletion Score: -70960480.000000 Penalty: 134526.734375 Iteration 81Q: 18 clusters Score -7.096048e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 8451 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8822 members Mstep: Class 6 contains 23518 members Mstep: Class 7 contains 42843 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 12991 members Mstep: Class 12 contains 100353 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 25322 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147204 members Mstep: Class 20 contains 14887 members Entering Unmasked Estep ConsiderDeletion Score: -70960464.000000 Penalty: 134526.734375 Iteration 82Q: 18 clusters Score -7.096046e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 8451 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8834 members Mstep: Class 6 contains 23513 members Mstep: Class 7 contains 42836 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5966 members Mstep: Class 11 contains 12978 members Mstep: Class 12 contains 100387 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 967 members Mstep: Class 17 contains 25316 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147192 members Mstep: Class 20 contains 14881 members Entering Unmasked Estep ConsiderDeletion Score: -70960552.000000 Penalty: 134526.734375 Iteration 83Q: 18 clusters Score -7.096055e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 8451 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8838 members Mstep: Class 6 contains 23509 members Mstep: Class 7 contains 42830 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5968 members Mstep: Class 11 contains 12977 members Mstep: Class 12 contains 100419 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 964 members Mstep: Class 17 contains 25308 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147179 members Mstep: Class 20 contains 14877 members Entering Unmasked Estep ConsiderDeletion Score: -70960680.000000 Penalty: 134526.734375 Iteration 84Q: 18 clusters Score -7.096068e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8850 members Mstep: Class 6 contains 23508 members Mstep: Class 7 contains 42824 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5968 members Mstep: Class 11 contains 12970 members Mstep: Class 12 contains 100437 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 962 members Mstep: Class 17 contains 25304 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147173 members Mstep: Class 20 contains 14871 members Entering Unmasked Estep ConsiderDeletion Score: -70960656.000000 Penalty: 134526.734375 Iteration 85Q: 18 clusters Score -7.096066e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8865 members Mstep: Class 6 contains 23506 members Mstep: Class 7 contains 42819 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5969 members Mstep: Class 11 contains 12965 members Mstep: Class 12 contains 100454 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 958 members Mstep: Class 17 contains 25297 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147163 members Mstep: Class 20 contains 14869 members Entering Unmasked Estep ConsiderDeletion Score: -70960656.000000 Penalty: 134526.734375 Iteration 86Q: 18 clusters Score -7.096066e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 8452 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8874 members Mstep: Class 6 contains 23505 members Mstep: Class 7 contains 42816 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5971 members Mstep: Class 11 contains 12962 members Mstep: Class 12 contains 100476 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 950 members Mstep: Class 17 contains 25293 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147156 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70960560.000000 Penalty: 134526.734375 Iteration 87Q: 18 clusters Score -7.096056e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 23502 members Mstep: Class 7 contains 42814 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5974 members Mstep: Class 11 contains 12962 members Mstep: Class 12 contains 100490 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 944 members Mstep: Class 17 contains 25289 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147135 members Mstep: Class 20 contains 14863 members Entering Unmasked Estep ConsiderDeletion Score: -70960544.000000 Penalty: 134526.734375 Iteration 88Q: 18 clusters Score -7.096054e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8911 members Mstep: Class 6 contains 23501 members Mstep: Class 7 contains 42808 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5976 members Mstep: Class 11 contains 12971 members Mstep: Class 12 contains 100499 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 939 members Mstep: Class 17 contains 25286 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147111 members Mstep: Class 20 contains 14864 members Entering Unmasked Estep ConsiderDeletion Score: -70960696.000000 Penalty: 134526.734375 Iteration 89Q: 18 clusters Score -7.09607e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 8451 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8931 members Mstep: Class 6 contains 23499 members Mstep: Class 7 contains 42800 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5977 members Mstep: Class 11 contains 12972 members Mstep: Class 12 contains 100506 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 935 members Mstep: Class 17 contains 25284 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147094 members Mstep: Class 20 contains 14863 members Entering Unmasked Estep ConsiderDeletion Score: -70960840.000000 Penalty: 134526.734375 Iteration 90Q: 18 clusters Score -7.096084e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2171 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8946 members Mstep: Class 6 contains 23500 members Mstep: Class 7 contains 42794 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5981 members Mstep: Class 11 contains 12980 members Mstep: Class 12 contains 100521 members Mstep: Class 14 contains 1448 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 25281 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147071 members Mstep: Class 20 contains 14863 members Entering Unmasked Estep ConsiderDeletion Score: -70960848.000000 Penalty: 134526.734375 Iteration 91Q: 18 clusters Score -7.096085e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 8448 members Mstep: Class 3 contains 2170 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8961 members Mstep: Class 6 contains 23496 members Mstep: Class 7 contains 42787 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5989 members Mstep: Class 11 contains 12984 members Mstep: Class 12 contains 100536 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 912 members Mstep: Class 17 contains 25279 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147053 members Mstep: Class 20 contains 14860 members Entering Unmasked Estep ConsiderDeletion Score: -70960856.000000 Penalty: 134526.734375 Iteration 92Q: 18 clusters Score -7.096086e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 8447 members Mstep: Class 3 contains 2169 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8962 members Mstep: Class 6 contains 23495 members Mstep: Class 7 contains 42785 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 5994 members Mstep: Class 11 contains 12991 members Mstep: Class 12 contains 100557 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 25276 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147038 members Mstep: Class 20 contains 14861 members Entering Unmasked Estep ConsiderDeletion Score: -70960952.000000 Penalty: 134526.734375 Iteration 93Q: 18 clusters Score -7.096095e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 8449 members Mstep: Class 3 contains 2168 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8961 members Mstep: Class 6 contains 23494 members Mstep: Class 7 contains 42783 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6005 members Mstep: Class 11 contains 12989 members Mstep: Class 12 contains 100579 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 880 members Mstep: Class 17 contains 25276 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147029 members Mstep: Class 20 contains 14857 members Entering Unmasked Estep ConsiderDeletion Score: -70961128.000000 Penalty: 134526.734375 Iteration 94Q: 18 clusters Score -7.096113e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 8450 members Mstep: Class 3 contains 2168 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8961 members Mstep: Class 6 contains 23486 members Mstep: Class 7 contains 42781 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6017 members Mstep: Class 11 contains 12992 members Mstep: Class 12 contains 100604 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 861 members Mstep: Class 17 contains 25269 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147027 members Mstep: Class 20 contains 14854 members Entering Unmasked Estep ConsiderDeletion Score: -70961240.000000 Penalty: 134526.734375 Iteration 95Q: 18 clusters Score -7.096124e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 8455 members Mstep: Class 3 contains 2168 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8950 members Mstep: Class 6 contains 23484 members Mstep: Class 7 contains 42781 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6027 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100629 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 846 members Mstep: Class 17 contains 25265 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147025 members Mstep: Class 20 contains 14854 members Entering Unmasked Estep ConsiderDeletion Score: -70961320.000000 Penalty: 134526.734375 Iteration 96Q: 18 clusters Score -7.096132e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 8456 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8952 members Mstep: Class 6 contains 23483 members Mstep: Class 7 contains 42782 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6035 members Mstep: Class 11 contains 12984 members Mstep: Class 12 contains 100638 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 838 members Mstep: Class 17 contains 25261 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147023 members Mstep: Class 20 contains 14853 members Entering Unmasked Estep ConsiderDeletion Score: -70961472.000000 Penalty: 134526.734375 Iteration 97Q: 18 clusters Score -7.096147e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 8461 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8949 members Mstep: Class 6 contains 23480 members Mstep: Class 7 contains 42780 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6039 members Mstep: Class 11 contains 12981 members Mstep: Class 12 contains 100650 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 834 members Mstep: Class 17 contains 25257 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147020 members Mstep: Class 20 contains 14853 members Entering Unmasked Estep ConsiderDeletion Score: -70961440.000000 Penalty: 134526.734375 Iteration 98Q: 18 clusters Score -7.096144e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 8461 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8948 members Mstep: Class 6 contains 23482 members Mstep: Class 7 contains 42775 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6040 members Mstep: Class 11 contains 12981 members Mstep: Class 12 contains 100658 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 831 members Mstep: Class 17 contains 25254 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147014 members Mstep: Class 20 contains 14857 members Entering Unmasked Estep ConsiderDeletion Score: -70961376.000000 Penalty: 134526.734375 Iteration 99Q: 18 clusters Score -7.096138e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 8462 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8941 members Mstep: Class 6 contains 23479 members Mstep: Class 7 contains 42773 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6042 members Mstep: Class 11 contains 12987 members Mstep: Class 12 contains 100669 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 25253 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147008 members Mstep: Class 20 contains 14860 members Entering Unmasked Estep ConsiderDeletion Score: -70961456.000000 Penalty: 134526.734375 Iteration 100F: 18 clusters Score -7.096146e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 8465 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8940 members Mstep: Class 6 contains 23479 members Mstep: Class 7 contains 42772 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6046 members Mstep: Class 11 contains 12987 members Mstep: Class 12 contains 100680 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 816 members Mstep: Class 17 contains 25253 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147002 members Mstep: Class 20 contains 14860 members Entering Unmasked Estep ConsiderDeletion Score: -70961456.000000 Penalty: 134526.734375 Iteration 101Q: 18 clusters Score -7.096146e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 8466 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8944 members Mstep: Class 6 contains 23478 members Mstep: Class 7 contains 42771 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12985 members Mstep: Class 12 contains 100687 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 813 members Mstep: Class 17 contains 25253 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146999 members Mstep: Class 20 contains 14858 members Entering Unmasked Estep ConsiderDeletion Score: -70961568.000000 Penalty: 134526.734375 Iteration 102Q: 18 clusters Score -7.096157e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2168 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8944 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42770 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12982 members Mstep: Class 12 contains 100693 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25252 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147000 members Mstep: Class 20 contains 14857 members Entering Unmasked Estep ConsiderDeletion Score: -70961512.000000 Penalty: 134526.734375 Iteration 103Q: 18 clusters Score -7.096151e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8941 members Mstep: Class 6 contains 23474 members Mstep: Class 7 contains 42769 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12983 members Mstep: Class 12 contains 100703 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25247 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146999 members Mstep: Class 20 contains 14858 members Entering Unmasked Estep ConsiderDeletion Score: -70961488.000000 Penalty: 134526.734375 Iteration 104Q: 18 clusters Score -7.096149e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8928 members Mstep: Class 6 contains 23475 members Mstep: Class 7 contains 42766 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12983 members Mstep: Class 12 contains 100715 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25246 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146998 members Mstep: Class 20 contains 14861 members Entering Unmasked Estep ConsiderDeletion Score: -70961464.000000 Penalty: 134526.734375 Iteration 105Q: 18 clusters Score -7.096146e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8921 members Mstep: Class 6 contains 23474 members Mstep: Class 7 contains 42764 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12984 members Mstep: Class 12 contains 100723 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25245 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146998 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961448.000000 Penalty: 134526.734375 Iteration 106Q: 18 clusters Score -7.096145e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8921 members Mstep: Class 6 contains 23475 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12983 members Mstep: Class 12 contains 100726 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25243 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146998 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961456.000000 Penalty: 134526.734375 Iteration 107Q: 18 clusters Score -7.096146e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8919 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12982 members Mstep: Class 12 contains 100729 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25241 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147000 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961488.000000 Penalty: 134526.734375 Iteration 108Q: 18 clusters Score -7.096149e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8916 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12986 members Mstep: Class 12 contains 100731 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25240 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146998 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961520.000000 Penalty: 134526.734375 Iteration 109Q: 18 clusters Score -7.096152e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8915 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100732 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25240 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146996 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961504.000000 Penalty: 134526.734375 Iteration 110Q: 18 clusters Score -7.09615e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25239 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 146997 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961520.000000 Penalty: 134526.734375 Iteration 111Q: 18 clusters Score -7.096152e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23476 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25236 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147000 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961552.000000 Penalty: 134526.734375 Iteration 112Q: 18 clusters Score -7.096155e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25234 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147001 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961520.000000 Penalty: 134526.734375 Iteration 113Q: 18 clusters Score -7.096152e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961536.000000 Penalty: 134526.734375 Iteration 114Q: 18 clusters Score -7.096154e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep ConsiderDeletion Score: -70961536.000000 Penalty: 134526.734375 Iteration 115F: 18 clusters Score -7.096154e+07 nChanged 0 Entering ConstructFrom: Score: -70961536.000000 Penalty: 134526.734375 Entering ConstructFrom: Trying to split cluster 1 (9357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Entering Unmasked Estep Score: -1587765.875000 Penalty: 5600.626465 Iteration 0F: 2 clusters Score -1587766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1577915.000000 Penalty: 11201.252930 Iteration 0F: 3 clusters Score -1577915 nChanged 3360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1579883.125000 Penalty: 11201.252930 Iteration 1F: 3 clusters Score -1579883 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1580380.375000 Penalty: 11201.252930 Iteration 2F: 3 clusters Score -1580380 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1580727.000000 Penalty: 11201.252930 Iteration 3F: 3 clusters Score -1580727 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1581030.750000 Penalty: 11201.252930 Iteration 4Q: 3 clusters Score -1581031 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1581282.375000 Penalty: 11201.252930 Iteration 5Q: 3 clusters Score -1581282 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1581482.250000 Penalty: 11201.252930 Iteration 6Q: 3 clusters Score -1581482 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1581644.250000 Penalty: 11201.252930 Iteration 7Q: 3 clusters Score -1581644 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1581770.375000 Penalty: 11201.252930 Iteration 8Q: 3 clusters Score -1581770 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1581873.125000 Penalty: 11201.252930 Iteration 9Q: 3 clusters Score -1581873 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1581961.500000 Penalty: 11201.252930 Iteration 10Q: 3 clusters Score -1581962 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1582042.875000 Penalty: 11201.252930 Iteration 11Q: 3 clusters Score -1582043 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1582099.250000 Penalty: 11201.252930 Iteration 12Q: 3 clusters Score -1582099 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1582153.625000 Penalty: 11201.252930 Iteration 13Q: 3 clusters Score -1582154 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1582207.000000 Penalty: 11201.252930 Iteration 14Q: 3 clusters Score -1582207 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1582250.375000 Penalty: 11201.252930 Iteration 15Q: 3 clusters Score -1582250 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1582288.375000 Penalty: 11201.252930 Iteration 16Q: 3 clusters Score -1582288 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1582324.625000 Penalty: 11201.252930 Iteration 17Q: 3 clusters Score -1582325 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1582368.000000 Penalty: 11201.252930 Iteration 18Q: 3 clusters Score -1582368 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1582396.875000 Penalty: 11201.252930 Iteration 19Q: 3 clusters Score -1582397 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1582429.375000 Penalty: 11201.252930 Iteration 20F: 3 clusters Score -1582429 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1582455.500000 Penalty: 11201.252930 Iteration 21Q: 3 clusters Score -1582456 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1582477.375000 Penalty: 11201.252930 Iteration 22Q: 3 clusters Score -1582477 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1582498.000000 Penalty: 11201.252930 Iteration 23Q: 3 clusters Score -1582498 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1582518.250000 Penalty: 11201.252930 Iteration 24Q: 3 clusters Score -1582518 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1582534.375000 Penalty: 11201.252930 Iteration 25Q: 3 clusters Score -1582534 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1582550.750000 Penalty: 11201.252930 Iteration 26Q: 3 clusters Score -1582551 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1582565.000000 Penalty: 11201.252930 Iteration 27Q: 3 clusters Score -1582565 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1582576.875000 Penalty: 11201.252930 Iteration 28Q: 3 clusters Score -1582577 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1582592.250000 Penalty: 11201.252930 Iteration 29Q: 3 clusters Score -1582592 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1582608.250000 Penalty: 11201.252930 Iteration 30Q: 3 clusters Score -1582608 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1582624.500000 Penalty: 11201.252930 Iteration 31Q: 3 clusters Score -1582624 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1582632.500000 Penalty: 11201.252930 Iteration 32Q: 3 clusters Score -1582632 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1582647.000000 Penalty: 11201.252930 Iteration 33Q: 3 clusters Score -1582647 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1582651.000000 Penalty: 11201.252930 Iteration 34Q: 3 clusters Score -1582651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1582652.125000 Penalty: 11201.252930 Iteration 35Q: 3 clusters Score -1582652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1582652.500000 Penalty: 11201.252930 Iteration 36Q: 3 clusters Score -1582652 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1582656.875000 Penalty: 11201.252930 Iteration 37Q: 3 clusters Score -1582657 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1582657.625000 Penalty: 11201.252930 Iteration 38Q: 3 clusters Score -1582658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1582662.125000 Penalty: 11201.252930 Iteration 39Q: 3 clusters Score -1582662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1582667.750000 Penalty: 11201.252930 Iteration 40F: 3 clusters Score -1582668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1582668.125000 Penalty: 11201.252930 Iteration 41Q: 3 clusters Score -1582668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1582669.000000 Penalty: 11201.252930 Iteration 42Q: 3 clusters Score -1582669 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1582676.125000 Penalty: 11201.252930 Iteration 43Q: 3 clusters Score -1582676 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1582678.875000 Penalty: 11201.252930 Iteration 44Q: 3 clusters Score -1582679 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582688.125000 Penalty: 11201.252930 Iteration 45Q: 3 clusters Score -1582688 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1582692.500000 Penalty: 11201.252930 Iteration 46Q: 3 clusters Score -1582692 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1582698.000000 Penalty: 11201.252930 Iteration 47Q: 3 clusters Score -1582698 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1582707.750000 Penalty: 11201.252930 Iteration 48Q: 3 clusters Score -1582708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1582709.000000 Penalty: 11201.252930 Iteration 49Q: 3 clusters Score -1582709 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1582710.500000 Penalty: 11201.252930 Iteration 50Q: 3 clusters Score -1582710 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1582711.750000 Penalty: 11201.252930 Iteration 51Q: 3 clusters Score -1582712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1582715.000000 Penalty: 11201.252930 Iteration 52Q: 3 clusters Score -1582715 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1582715.875000 Penalty: 11201.252930 Iteration 53Q: 3 clusters Score -1582716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1582720.500000 Penalty: 11201.252930 Iteration 54Q: 3 clusters Score -1582720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1582723.500000 Penalty: 11201.252930 Iteration 55Q: 3 clusters Score -1582724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1582721.625000 Penalty: 11201.252930 Iteration 56Q: 3 clusters Score -1582722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1582723.250000 Penalty: 11201.252930 Iteration 57Q: 3 clusters Score -1582723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1582729.000000 Penalty: 11201.252930 Iteration 58Q: 3 clusters Score -1582729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1582725.000000 Penalty: 11201.252930 Iteration 59Q: 3 clusters Score -1582725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1582727.250000 Penalty: 11201.252930 Iteration 60F: 3 clusters Score -1582727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1582726.625000 Penalty: 11201.252930 Iteration 61Q: 3 clusters Score -1582727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582727.375000 Penalty: 11201.252930 Iteration 62Q: 3 clusters Score -1582727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582725.750000 Penalty: 11201.252930 Iteration 63Q: 3 clusters Score -1582726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582726.750000 Penalty: 11201.252930 Iteration 64Q: 3 clusters Score -1582727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1582727.625000 Penalty: 11201.252930 Iteration 65Q: 3 clusters Score -1582728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582728.125000 Penalty: 11201.252930 Iteration 66Q: 3 clusters Score -1582728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1582728.125000 Penalty: 11201.252930 Iteration 67F: 3 clusters Score -1582728 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Entering Unmasked Estep Score: -1490228.000000 Penalty: 5539.479980 Iteration 0F: 2 clusters Score -1490228 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1480936.750000 Penalty: 11078.959961 Iteration 0F: 3 clusters Score -1480937 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1482715.625000 Penalty: 11078.959961 Iteration 1F: 3 clusters Score -1482716 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1483103.750000 Penalty: 11078.959961 Iteration 2F: 3 clusters Score -1483104 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1483340.875000 Penalty: 11078.959961 Iteration 3Q: 3 clusters Score -1483341 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1483490.625000 Penalty: 11078.959961 Iteration 4Q: 3 clusters Score -1483491 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1483601.750000 Penalty: 11078.959961 Iteration 5Q: 3 clusters Score -1483602 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1483669.750000 Penalty: 11078.959961 Iteration 6Q: 3 clusters Score -1483670 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1483724.625000 Penalty: 11078.959961 Iteration 7Q: 3 clusters Score -1483725 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1483775.500000 Penalty: 11078.959961 Iteration 8Q: 3 clusters Score -1483776 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1483827.375000 Penalty: 11078.959961 Iteration 9Q: 3 clusters Score -1483827 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1483855.625000 Penalty: 11078.959961 Iteration 10Q: 3 clusters Score -1483856 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1483889.500000 Penalty: 11078.959961 Iteration 11Q: 3 clusters Score -1483890 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1483918.875000 Penalty: 11078.959961 Iteration 12Q: 3 clusters Score -1483919 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1483944.375000 Penalty: 11078.959961 Iteration 13Q: 3 clusters Score -1483944 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1483963.750000 Penalty: 11078.959961 Iteration 14Q: 3 clusters Score -1483964 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1483979.625000 Penalty: 11078.959961 Iteration 15Q: 3 clusters Score -1483980 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1483987.750000 Penalty: 11078.959961 Iteration 16Q: 3 clusters Score -1483988 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1484001.500000 Penalty: 11078.959961 Iteration 17Q: 3 clusters Score -1484002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1484005.500000 Penalty: 11078.959961 Iteration 18Q: 3 clusters Score -1484006 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1484018.250000 Penalty: 11078.959961 Iteration 19Q: 3 clusters Score -1484018 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1484029.625000 Penalty: 11078.959961 Iteration 20F: 3 clusters Score -1484030 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1484041.125000 Penalty: 11078.959961 Iteration 21Q: 3 clusters Score -1484041 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1484050.625000 Penalty: 11078.959961 Iteration 22Q: 3 clusters Score -1484051 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1484061.250000 Penalty: 11078.959961 Iteration 23Q: 3 clusters Score -1484061 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1484070.250000 Penalty: 11078.959961 Iteration 24Q: 3 clusters Score -1484070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1484075.500000 Penalty: 11078.959961 Iteration 25Q: 3 clusters Score -1484076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1484089.125000 Penalty: 11078.959961 Iteration 26Q: 3 clusters Score -1484089 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1484099.000000 Penalty: 11078.959961 Iteration 27Q: 3 clusters Score -1484099 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1484108.250000 Penalty: 11078.959961 Iteration 28Q: 3 clusters Score -1484108 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1484118.500000 Penalty: 11078.959961 Iteration 29Q: 3 clusters Score -1484118 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1484130.125000 Penalty: 11078.959961 Iteration 30Q: 3 clusters Score -1484130 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1484141.000000 Penalty: 11078.959961 Iteration 31Q: 3 clusters Score -1484141 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1484154.875000 Penalty: 11078.959961 Iteration 32Q: 3 clusters Score -1484155 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1484161.750000 Penalty: 11078.959961 Iteration 33Q: 3 clusters Score -1484162 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1484171.250000 Penalty: 11078.959961 Iteration 34Q: 3 clusters Score -1484171 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1484187.000000 Penalty: 11078.959961 Iteration 35Q: 3 clusters Score -1484187 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1484194.750000 Penalty: 11078.959961 Iteration 36Q: 3 clusters Score -1484195 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1484200.250000 Penalty: 11078.959961 Iteration 37Q: 3 clusters Score -1484200 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1484205.875000 Penalty: 11078.959961 Iteration 38Q: 3 clusters Score -1484206 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1484209.875000 Penalty: 11078.959961 Iteration 39Q: 3 clusters Score -1484210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1484212.750000 Penalty: 11078.959961 Iteration 40F: 3 clusters Score -1484213 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -1484217.125000 Penalty: 11078.959961 Iteration 41Q: 3 clusters Score -1484217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1484219.625000 Penalty: 11078.959961 Iteration 42Q: 3 clusters Score -1484220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1484221.125000 Penalty: 11078.959961 Iteration 43Q: 3 clusters Score -1484221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1484222.875000 Penalty: 11078.959961 Iteration 44Q: 3 clusters Score -1484223 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1484225.625000 Penalty: 11078.959961 Iteration 45Q: 3 clusters Score -1484226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1484226.750000 Penalty: 11078.959961 Iteration 46Q: 3 clusters Score -1484227 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1484233.750000 Penalty: 11078.959961 Iteration 47Q: 3 clusters Score -1484234 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1484236.625000 Penalty: 11078.959961 Iteration 48Q: 3 clusters Score -1484237 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1484239.125000 Penalty: 11078.959961 Iteration 49Q: 3 clusters Score -1484239 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -1484240.000000 Penalty: 11078.959961 Iteration 50Q: 3 clusters Score -1484240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1484244.500000 Penalty: 11078.959961 Iteration 51Q: 3 clusters Score -1484244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1484246.750000 Penalty: 11078.959961 Iteration 52Q: 3 clusters Score -1484247 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1484251.125000 Penalty: 11078.959961 Iteration 53Q: 3 clusters Score -1484251 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1484255.875000 Penalty: 11078.959961 Iteration 54Q: 3 clusters Score -1484256 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1484261.375000 Penalty: 11078.959961 Iteration 55Q: 3 clusters Score -1484261 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1484262.875000 Penalty: 11078.959961 Iteration 56Q: 3 clusters Score -1484263 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1484267.125000 Penalty: 11078.959961 Iteration 57Q: 3 clusters Score -1484267 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1484271.000000 Penalty: 11078.959961 Iteration 58Q: 3 clusters Score -1484271 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1484277.500000 Penalty: 11078.959961 Iteration 59Q: 3 clusters Score -1484278 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -1484281.000000 Penalty: 11078.959961 Iteration 60F: 3 clusters Score -1484281 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1484283.875000 Penalty: 11078.959961 Iteration 61Q: 3 clusters Score -1484284 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1484291.500000 Penalty: 11078.959961 Iteration 62Q: 3 clusters Score -1484292 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1484298.875000 Penalty: 11078.959961 Iteration 63Q: 3 clusters Score -1484299 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1484312.250000 Penalty: 11078.959961 Iteration 64Q: 3 clusters Score -1484312 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1484315.625000 Penalty: 11078.959961 Iteration 65Q: 3 clusters Score -1484316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1484320.500000 Penalty: 11078.959961 Iteration 66Q: 3 clusters Score -1484320 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1484329.500000 Penalty: 11078.959961 Iteration 67Q: 3 clusters Score -1484330 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1484343.000000 Penalty: 11078.959961 Iteration 68Q: 3 clusters Score -1484343 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1484354.375000 Penalty: 11078.959961 Iteration 69Q: 3 clusters Score -1484354 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1484364.375000 Penalty: 11078.959961 Iteration 70Q: 3 clusters Score -1484364 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1484378.125000 Penalty: 11078.959961 Iteration 71Q: 3 clusters Score -1484378 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1484390.000000 Penalty: 11078.959961 Iteration 72Q: 3 clusters Score -1484390 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1484398.875000 Penalty: 11078.959961 Iteration 73Q: 3 clusters Score -1484399 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1484445.000000 Penalty: 11078.959961 Iteration 78Q: 3 clusters Score -1484445 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1484460.875000 Penalty: 11078.959961 Iteration 79Q: 3 clusters Score -1484461 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1484468.250000 Penalty: 11078.959961 Iteration 80F: 3 clusters Score -1484468 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1484481.000000 Penalty: 11078.959961 Iteration 81Q: 3 clusters Score -1484481 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1484499.375000 Penalty: 11078.959961 Iteration 82Q: 3 clusters Score -1484499 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -1484519.625000 Penalty: 11078.959961 Iteration 83Q: 3 clusters Score -1484520 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1484532.500000 Penalty: 11078.959961 Iteration 84Q: 3 clusters Score -1484532 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1484540.500000 Penalty: 11078.959961 Iteration 85Q: 3 clusters Score -1484540 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1484550.250000 Penalty: 11078.959961 Iteration 86Q: 3 clusters Score -1484550 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1484556.125000 Penalty: 11078.959961 Iteration 87Q: 3 clusters Score -1484556 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1484577.500000 Penalty: 11078.959961 Iteration 88Q: 3 clusters Score -1484578 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1484600.250000 Penalty: 11078.959961 Iteration 89Q: 3 clusters Score -1484600 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1484616.875000 Penalty: 11078.959961 Iteration 90Q: 3 clusters Score -1484617 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1484634.250000 Penalty: 11078.959961 Iteration 91Q: 3 clusters Score -1484634 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -1484652.000000 Penalty: 11078.959961 Iteration 92Q: 3 clusters Score -1484652 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1484667.875000 Penalty: 11078.959961 Iteration 93Q: 3 clusters Score -1484668 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1484687.000000 Penalty: 11078.959961 Iteration 94Q: 3 clusters Score -1484687 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1484712.875000 Penalty: 11078.959961 Iteration 95Q: 3 clusters Score -1484713 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1484738.500000 Penalty: 11078.959961 Iteration 96Q: 3 clusters Score -1484738 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1484769.250000 Penalty: 11078.959961 Iteration 97Q: 3 clusters Score -1484769 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1484807.125000 Penalty: 11078.959961 Iteration 98Q: 3 clusters Score -1484807 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1484849.625000 Penalty: 11078.959961 Iteration 99Q: 3 clusters Score -1484850 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1484885.875000 Penalty: 11078.959961 Iteration 100F: 3 clusters Score -1484886 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1484921.000000 Penalty: 11078.959961 Iteration 101Q: 3 clusters Score -1484921 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1484942.625000 Penalty: 11078.959961 Iteration 102Q: 3 clusters Score -1484943 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1484977.750000 Penalty: 11078.959961 Iteration 103Q: 3 clusters Score -1484978 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -1485008.875000 Penalty: 11078.959961 Iteration 104Q: 3 clusters Score -1485009 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1485033.500000 Penalty: 11078.959961 Iteration 105Q: 3 clusters Score -1485034 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1485065.000000 Penalty: 11078.959961 Iteration 106Q: 3 clusters Score -1485065 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1485087.375000 Penalty: 11078.959961 Iteration 107Q: 3 clusters Score -1485087 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -1485113.875000 Penalty: 11078.959961 Iteration 108Q: 3 clusters Score -1485114 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1485141.500000 Penalty: 11078.959961 Iteration 109Q: 3 clusters Score -1485142 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1485165.875000 Penalty: 11078.959961 Iteration 110Q: 3 clusters Score -1485166 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1485193.000000 Penalty: 11078.959961 Iteration 111Q: 3 clusters Score -1485193 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1485211.875000 Penalty: 11078.959961 Iteration 112Q: 3 clusters Score -1485212 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1485231.000000 Penalty: 11078.959961 Iteration 113Q: 3 clusters Score -1485231 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -1485259.500000 Penalty: 11078.959961 Iteration 114Q: 3 clusters Score -1485260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1485281.250000 Penalty: 11078.959961 Iteration 115Q: 3 clusters Score -1485281 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -1485298.750000 Penalty: 11078.959961 Iteration 116Q: 3 clusters Score -1485299 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1485320.500000 Penalty: 11078.959961 Iteration 117Q: 3 clusters Score -1485320 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1485339.500000 Penalty: 11078.959961 Iteration 118Q: 3 clusters Score -1485340 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1485364.125000 Penalty: 11078.959961 Iteration 119Q: 3 clusters Score -1485364 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1485393.125000 Penalty: 11078.959961 Iteration 120F: 3 clusters Score -1485393 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1485429.000000 Penalty: 11078.959961 Iteration 121Q: 3 clusters Score -1485429 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1485452.625000 Penalty: 11078.959961 Iteration 122Q: 3 clusters Score -1485453 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1485477.500000 Penalty: 11078.959961 Iteration 123Q: 3 clusters Score -1485478 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1485498.625000 Penalty: 11078.959961 Iteration 124Q: 3 clusters Score -1485499 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -1485514.875000 Penalty: 11078.959961 Iteration 125Q: 3 clusters Score -1485515 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1485528.000000 Penalty: 11078.959961 Iteration 126Q: 3 clusters Score -1485528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -1485544.125000 Penalty: 11078.959961 Iteration 127Q: 3 clusters Score -1485544 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -1485553.875000 Penalty: 11078.959961 Iteration 128Q: 3 clusters Score -1485554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1485562.125000 Penalty: 11078.959961 Iteration 129Q: 3 clusters Score -1485562 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -1485570.375000 Penalty: 11078.959961 Iteration 130Q: 3 clusters Score -1485570 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1485581.000000 Penalty: 11078.959961 Iteration 131Q: 3 clusters Score -1485581 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1485588.250000 Penalty: 11078.959961 Iteration 132Q: 3 clusters Score -1485588 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -1485591.500000 Penalty: 11078.959961 Iteration 133Q: 3 clusters Score -1485592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -1485594.125000 Penalty: 11078.959961 Iteration 134Q: 3 clusters Score -1485594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1485598.375000 Penalty: 11078.959961 Iteration 135Q: 3 clusters Score -1485598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1485603.125000 Penalty: 11078.959961 Iteration 136Q: 3 clusters Score -1485603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -1485605.625000 Penalty: 11078.959961 Iteration 137Q: 3 clusters Score -1485606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1485606.500000 Penalty: 11078.959961 Iteration 138Q: 3 clusters Score -1485606 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1485603.750000 Penalty: 11078.959961 Iteration 139Q: 3 clusters Score -1485604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1485608.750000 Penalty: 11078.959961 Iteration 140F: 3 clusters Score -1485609 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -1485608.875000 Penalty: 11078.959961 Iteration 141Q: 3 clusters Score -1485609 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1485609.125000 Penalty: 11078.959961 Iteration 142Q: 3 clusters Score -1485609 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1485612.750000 Penalty: 11078.959961 Iteration 143Q: 3 clusters Score -1485613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -1485609.875000 Penalty: 11078.959961 Iteration 144Q: 3 clusters Score -1485610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1485611.250000 Penalty: 11078.959961 Iteration 145Q: 3 clusters Score -1485611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1485611.625000 Penalty: 11078.959961 Iteration 146Q: 3 clusters Score -1485612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -1485612.250000 Penalty: 11078.959961 Iteration 147Q: 3 clusters Score -1485612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1485613.000000 Penalty: 11078.959961 Iteration 148Q: 3 clusters Score -1485613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1485610.250000 Penalty: 11078.959961 Iteration 149Q: 3 clusters Score -1485610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1485612.750000 Penalty: 11078.959961 Iteration 150Q: 3 clusters Score -1485613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1485614.625000 Penalty: 11078.959961 Iteration 151Q: 3 clusters Score -1485615 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1485614.625000 Penalty: 11078.959961 Iteration 152F: 3 clusters Score -1485615 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Entering Unmasked Estep Score: -363614.156250 Penalty: 4704.673340 Iteration 0F: 2 clusters Score -363614.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -358643.968750 Penalty: 9409.346680 Iteration 0F: 3 clusters Score -358644 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -359727.281250 Penalty: 9409.346680 Iteration 1F: 3 clusters Score -359727.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -360408.812500 Penalty: 9409.346680 Iteration 2F: 3 clusters Score -360408.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -361094.937500 Penalty: 9409.346680 Iteration 3F: 3 clusters Score -361094.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -362123.875000 Penalty: 9409.346680 Iteration 4F: 3 clusters Score -362123.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -363963.218750 Penalty: 9409.346680 Iteration 5F: 3 clusters Score -363963.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -364674.531250 Penalty: 9409.346680 Iteration 6Q: 3 clusters Score -364674.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -364881.093750 Penalty: 9409.346680 Iteration 7Q: 3 clusters Score -364881.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -364958.718750 Penalty: 9409.346680 Iteration 8Q: 3 clusters Score -364958.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -365051.906250 Penalty: 9409.346680 Iteration 9Q: 3 clusters Score -365051.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -365199.906250 Penalty: 9409.346680 Iteration 10Q: 3 clusters Score -365199.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -365448.625000 Penalty: 9409.346680 Iteration 11Q: 3 clusters Score -365448.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -365711.718750 Penalty: 9409.346680 Iteration 12Q: 3 clusters Score -365711.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -366012.937500 Penalty: 9409.346680 Iteration 13Q: 3 clusters Score -366012.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -366419.312500 Penalty: 9409.346680 Iteration 14Q: 3 clusters Score -366419.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -366620.656250 Penalty: 9409.346680 Iteration 15Q: 3 clusters Score -366620.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -366646.187500 Penalty: 9409.346680 Iteration 16Q: 3 clusters Score -366646.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -366654.687500 Penalty: 9409.346680 Iteration 17Q: 3 clusters Score -366654.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -366661.125000 Penalty: 9409.346680 Iteration 18Q: 3 clusters Score -366661.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -366661.125000 Penalty: 9409.346680 Iteration 19F: 3 clusters Score -366661.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70961256.000000 Penalty: 142440.078125 Splitting cluster 3 changes total score from -70961536.000000 to -70961256.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -158207.625000 Penalty: 4300.960449 Iteration 0F: 2 clusters Score -158207.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -154214.734375 Penalty: 8601.920898 Iteration 0F: 3 clusters Score -154214.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -155199.281250 Penalty: 8601.920898 Iteration 1F: 3 clusters Score -155199.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -155843.046875 Penalty: 8601.920898 Iteration 2F: 3 clusters Score -155843 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -156472.640625 Penalty: 8601.920898 Iteration 3F: 3 clusters Score -156472.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -157549.140625 Penalty: 8601.920898 Iteration 4F: 3 clusters Score -157549.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -159121.875000 Penalty: 8601.920898 Iteration 5F: 3 clusters Score -159121.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -159893.609375 Penalty: 8601.920898 Iteration 6F: 3 clusters Score -159893.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -160743.078125 Penalty: 8601.920898 Iteration 7Q: 3 clusters Score -160743.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -161769.093750 Penalty: 8601.920898 Iteration 8Q: 3 clusters Score -161769.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -161769.093750 Penalty: 8601.920898 Iteration 9F: 3 clusters Score -161769.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 262 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 859 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70961328.000000 Penalty: 142440.078125 Splitting cluster 4 changes total score from -70961536.000000 to -70961328.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (8914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Entering Unmasked Estep Score: -1491788.000000 Penalty: 5570.918945 Iteration 0F: 2 clusters Score -1491788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1482213.250000 Penalty: 11141.837891 Iteration 0F: 3 clusters Score -1482213 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1484250.500000 Penalty: 11141.837891 Iteration 1F: 3 clusters Score -1484250 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1484984.625000 Penalty: 11141.837891 Iteration 2F: 3 clusters Score -1484985 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1485614.500000 Penalty: 11141.837891 Iteration 3F: 3 clusters Score -1485614 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1486106.375000 Penalty: 11141.837891 Iteration 4F: 3 clusters Score -1486106 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1486519.000000 Penalty: 11141.837891 Iteration 5F: 3 clusters Score -1486519 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -1486874.625000 Penalty: 11141.837891 Iteration 6Q: 3 clusters Score -1486875 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1487171.875000 Penalty: 11141.837891 Iteration 7Q: 3 clusters Score -1487172 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1487420.375000 Penalty: 11141.837891 Iteration 8Q: 3 clusters Score -1487420 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1487630.125000 Penalty: 11141.837891 Iteration 9Q: 3 clusters Score -1487630 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1487816.000000 Penalty: 11141.837891 Iteration 10Q: 3 clusters Score -1487816 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -1487966.125000 Penalty: 11141.837891 Iteration 11Q: 3 clusters Score -1487966 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1488076.500000 Penalty: 11141.837891 Iteration 12Q: 3 clusters Score -1488076 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1488155.500000 Penalty: 11141.837891 Iteration 13Q: 3 clusters Score -1488156 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1488200.875000 Penalty: 11141.837891 Iteration 14Q: 3 clusters Score -1488201 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1488237.250000 Penalty: 11141.837891 Iteration 15Q: 3 clusters Score -1488237 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1488261.250000 Penalty: 11141.837891 Iteration 16Q: 3 clusters Score -1488261 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1488275.375000 Penalty: 11141.837891 Iteration 17Q: 3 clusters Score -1488275 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1488289.750000 Penalty: 11141.837891 Iteration 18Q: 3 clusters Score -1488290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1488295.125000 Penalty: 11141.837891 Iteration 19Q: 3 clusters Score -1488295 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1488297.500000 Penalty: 11141.837891 Iteration 20F: 3 clusters Score -1488298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1488300.875000 Penalty: 11141.837891 Iteration 21Q: 3 clusters Score -1488301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -1488300.625000 Penalty: 11141.837891 Iteration 22Q: 3 clusters Score -1488301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -1488304.625000 Penalty: 11141.837891 Iteration 23Q: 3 clusters Score -1488305 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1488306.750000 Penalty: 11141.837891 Iteration 24Q: 3 clusters Score -1488307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1488308.750000 Penalty: 11141.837891 Iteration 25Q: 3 clusters Score -1488309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1488309.500000 Penalty: 11141.837891 Iteration 26Q: 3 clusters Score -1488310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1488313.375000 Penalty: 11141.837891 Iteration 27Q: 3 clusters Score -1488313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1488312.875000 Penalty: 11141.837891 Iteration 28Q: 3 clusters Score -1488313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -1488311.250000 Penalty: 11141.837891 Iteration 29Q: 3 clusters Score -1488311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -1488310.750000 Penalty: 11141.837891 Iteration 30Q: 3 clusters Score -1488311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1488312.125000 Penalty: 11141.837891 Iteration 31Q: 3 clusters Score -1488312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1488312.750000 Penalty: 11141.837891 Iteration 32Q: 3 clusters Score -1488313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -1488315.000000 Penalty: 11141.837891 Iteration 33Q: 3 clusters Score -1488315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1488316.250000 Penalty: 11141.837891 Iteration 34Q: 3 clusters Score -1488316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1488316.250000 Penalty: 11141.837891 Iteration 35F: 3 clusters Score -1488316 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (23477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Entering Unmasked Estep Score: -4134866.250000 Penalty: 6164.062988 Iteration 0F: 2 clusters Score -4134866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11804 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -4116317.250000 Penalty: 12328.125977 Iteration 0F: 3 clusters Score -4116317 nChanged 9549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -4121636.500000 Penalty: 12328.125977 Iteration 1F: 3 clusters Score -4121636 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -4122363.500000 Penalty: 12328.125977 Iteration 2F: 3 clusters Score -4122364 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -4122879.500000 Penalty: 12328.125977 Iteration 3Q: 3 clusters Score -4122880 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -4123288.500000 Penalty: 12328.125977 Iteration 4Q: 3 clusters Score -4123288 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -4123683.750000 Penalty: 12328.125977 Iteration 5Q: 3 clusters Score -4123684 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -4124123.000000 Penalty: 12328.125977 Iteration 6Q: 3 clusters Score -4124123 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -4124584.000000 Penalty: 12328.125977 Iteration 7Q: 3 clusters Score -4124584 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -4125006.750000 Penalty: 12328.125977 Iteration 8Q: 3 clusters Score -4125007 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -4125478.000000 Penalty: 12328.125977 Iteration 9Q: 3 clusters Score -4125478 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12280 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -4125959.750000 Penalty: 12328.125977 Iteration 10Q: 3 clusters Score -4125960 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -4126567.750000 Penalty: 12328.125977 Iteration 11Q: 3 clusters Score -4126568 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -4127321.750000 Penalty: 12328.125977 Iteration 12Q: 3 clusters Score -4127322 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -4128293.750000 Penalty: 12328.125977 Iteration 13F: 3 clusters Score -4128294 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -4129478.250000 Penalty: 12328.125977 Iteration 14F: 3 clusters Score -4129478 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -4131015.250000 Penalty: 12328.125977 Iteration 15F: 3 clusters Score -4131015 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16519 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -4132539.750000 Penalty: 12328.125977 Iteration 16F: 3 clusters Score -4132540 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -4133481.500000 Penalty: 12328.125977 Iteration 17Q: 3 clusters Score -4133482 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -4134101.500000 Penalty: 12328.125977 Iteration 18Q: 3 clusters Score -4134102 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -4134551.500000 Penalty: 12328.125977 Iteration 19Q: 3 clusters Score -4134552 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18144 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -4134869.500000 Penalty: 12328.125977 Iteration 20F: 3 clusters Score -4134870 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18321 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -4135016.250000 Penalty: 12328.125977 Iteration 21Q: 3 clusters Score -4135016 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18448 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -4135109.250000 Penalty: 12328.125977 Iteration 22Q: 3 clusters Score -4135109 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18547 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -4135148.500000 Penalty: 12328.125977 Iteration 23Q: 3 clusters Score -4135148 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -4135181.000000 Penalty: 12328.125977 Iteration 24Q: 3 clusters Score -4135181 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18677 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -4135189.750000 Penalty: 12328.125977 Iteration 25Q: 3 clusters Score -4135190 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18713 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -4135205.750000 Penalty: 12328.125977 Iteration 26Q: 3 clusters Score -4135206 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18747 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -4135228.000000 Penalty: 12328.125977 Iteration 27Q: 3 clusters Score -4135228 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18782 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -4135242.000000 Penalty: 12328.125977 Iteration 28Q: 3 clusters Score -4135242 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18816 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -4135258.000000 Penalty: 12328.125977 Iteration 29Q: 3 clusters Score -4135258 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18834 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -4135268.250000 Penalty: 12328.125977 Iteration 30Q: 3 clusters Score -4135268 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18850 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -4135270.500000 Penalty: 12328.125977 Iteration 31Q: 3 clusters Score -4135270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18857 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -4135281.500000 Penalty: 12328.125977 Iteration 32Q: 3 clusters Score -4135282 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18866 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -4135280.500000 Penalty: 12328.125977 Iteration 33Q: 3 clusters Score -4135280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -4135287.000000 Penalty: 12328.125977 Iteration 34Q: 3 clusters Score -4135287 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -4135287.500000 Penalty: 12328.125977 Iteration 35Q: 3 clusters Score -4135288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18882 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -4135288.250000 Penalty: 12328.125977 Iteration 36Q: 3 clusters Score -4135288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -4135288.500000 Penalty: 12328.125977 Iteration 37Q: 3 clusters Score -4135288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18889 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -4135287.750000 Penalty: 12328.125977 Iteration 38Q: 3 clusters Score -4135288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18893 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -4135291.250000 Penalty: 12328.125977 Iteration 39Q: 3 clusters Score -4135291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -4135291.500000 Penalty: 12328.125977 Iteration 40F: 3 clusters Score -4135292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -4135295.500000 Penalty: 12328.125977 Iteration 41Q: 3 clusters Score -4135296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18898 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -4135296.250000 Penalty: 12328.125977 Iteration 42Q: 3 clusters Score -4135296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18898 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -4135296.250000 Penalty: 12328.125977 Iteration 43F: 3 clusters Score -4135296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 18898 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 4579 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70960296.000000 Penalty: 142440.078125 Splitting cluster 6 changes total score from -70961536.000000 to -70960296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (42763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42763 members Entering Unmasked Estep Score: -7617491.500000 Penalty: 6531.349609 Iteration 0F: 2 clusters Score -7617492 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21230 members Mstep: Class 2 contains 21533 members Entering Unmasked Estep Score: -7586402.500000 Penalty: 13062.699219 Iteration 0F: 3 clusters Score -7586402 nChanged 18691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20441 members Mstep: Class 2 contains 22322 members Entering Unmasked Estep Score: -7596155.000000 Penalty: 13062.699219 Iteration 1F: 3 clusters Score -7596155 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 22808 members Entering Unmasked Estep Score: -7597012.500000 Penalty: 13062.699219 Iteration 2F: 3 clusters Score -7597012 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19253 members Mstep: Class 2 contains 23510 members Entering Unmasked Estep Score: -7597740.500000 Penalty: 13062.699219 Iteration 3Q: 3 clusters Score -7597740 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 24405 members Entering Unmasked Estep Score: -7598364.000000 Penalty: 13062.699219 Iteration 4Q: 3 clusters Score -7598364 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 25563 members Entering Unmasked Estep Score: -7599059.500000 Penalty: 13062.699219 Iteration 5Q: 3 clusters Score -7599060 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15724 members Mstep: Class 2 contains 27039 members Entering Unmasked Estep Score: -7599894.500000 Penalty: 13062.699219 Iteration 6Q: 3 clusters Score -7599894 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13911 members Mstep: Class 2 contains 28852 members Entering Unmasked Estep Score: -7601091.500000 Penalty: 13062.699219 Iteration 7Q: 3 clusters Score -7601092 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 30968 members Entering Unmasked Estep Score: -7602618.500000 Penalty: 13062.699219 Iteration 8F: 3 clusters Score -7602618 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 33297 members Entering Unmasked Estep Score: -7604414.000000 Penalty: 13062.699219 Iteration 9F: 3 clusters Score -7604414 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 35579 members Entering Unmasked Estep Score: -7606374.500000 Penalty: 13062.699219 Iteration 10F: 3 clusters Score -7606374 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 37529 members Entering Unmasked Estep Score: -7608101.500000 Penalty: 13062.699219 Iteration 11Q: 3 clusters Score -7608102 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -7609412.500000 Penalty: 13062.699219 Iteration 12Q: 3 clusters Score -7609412 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 39999 members Entering Unmasked Estep Score: -7610318.000000 Penalty: 13062.699219 Iteration 13Q: 3 clusters Score -7610318 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 40657 members Entering Unmasked Estep Score: -7610929.500000 Penalty: 13062.699219 Iteration 14Q: 3 clusters Score -7610930 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 41065 members Entering Unmasked Estep Score: -7611362.500000 Penalty: 13062.699219 Iteration 15Q: 3 clusters Score -7611362 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 41290 members Entering Unmasked Estep Score: -7611572.000000 Penalty: 13062.699219 Iteration 16Q: 3 clusters Score -7611572 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 41417 members Entering Unmasked Estep Score: -7611739.500000 Penalty: 13062.699219 Iteration 17Q: 3 clusters Score -7611740 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 41504 members Entering Unmasked Estep Score: -7611848.000000 Penalty: 13062.699219 Iteration 18Q: 3 clusters Score -7611848 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 41555 members Entering Unmasked Estep Score: -7611924.000000 Penalty: 13062.699219 Iteration 19Q: 3 clusters Score -7611924 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 41578 members Entering Unmasked Estep Score: -7611968.500000 Penalty: 13062.699219 Iteration 20F: 3 clusters Score -7611968 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 41597 members Entering Unmasked Estep Score: -7611976.500000 Penalty: 13062.699219 Iteration 21Q: 3 clusters Score -7611976 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 41622 members Entering Unmasked Estep Score: -7612006.500000 Penalty: 13062.699219 Iteration 22Q: 3 clusters Score -7612006 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 41638 members Entering Unmasked Estep Score: -7612025.000000 Penalty: 13062.699219 Iteration 23Q: 3 clusters Score -7612025 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 41647 members Entering Unmasked Estep Score: -7612049.000000 Penalty: 13062.699219 Iteration 24Q: 3 clusters Score -7612049 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 41649 members Entering Unmasked Estep Score: -7612062.500000 Penalty: 13062.699219 Iteration 25Q: 3 clusters Score -7612062 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 41665 members Entering Unmasked Estep Score: -7612089.000000 Penalty: 13062.699219 Iteration 26Q: 3 clusters Score -7612089 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 41678 members Entering Unmasked Estep Score: -7612090.500000 Penalty: 13062.699219 Iteration 27Q: 3 clusters Score -7612090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 41683 members Entering Unmasked Estep Score: -7612098.000000 Penalty: 13062.699219 Iteration 28Q: 3 clusters Score -7612098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 41686 members Entering Unmasked Estep Score: -7612103.500000 Penalty: 13062.699219 Iteration 29Q: 3 clusters Score -7612104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 41686 members Entering Unmasked Estep Score: -7612105.000000 Penalty: 13062.699219 Iteration 30Q: 3 clusters Score -7612105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 41689 members Entering Unmasked Estep Score: -7612114.000000 Penalty: 13062.699219 Iteration 31Q: 3 clusters Score -7612114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 41693 members Entering Unmasked Estep Score: -7612115.000000 Penalty: 13062.699219 Iteration 32Q: 3 clusters Score -7612115 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 41694 members Entering Unmasked Estep Score: -7612110.000000 Penalty: 13062.699219 Iteration 33Q: 3 clusters Score -7612110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 41696 members Entering Unmasked Estep Score: -7612107.000000 Penalty: 13062.699219 Iteration 34Q: 3 clusters Score -7612107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 41696 members Entering Unmasked Estep Score: -7612106.000000 Penalty: 13062.699219 Iteration 35Q: 3 clusters Score -7612106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 41698 members Entering Unmasked Estep Score: -7612105.000000 Penalty: 13062.699219 Iteration 36Q: 3 clusters Score -7612105 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 41701 members Entering Unmasked Estep Score: -7612105.500000 Penalty: 13062.699219 Iteration 37Q: 3 clusters Score -7612106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 41703 members Entering Unmasked Estep Score: -7612111.000000 Penalty: 13062.699219 Iteration 38Q: 3 clusters Score -7612111 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 41703 members Entering Unmasked Estep Score: -7612119.500000 Penalty: 13062.699219 Iteration 39Q: 3 clusters Score -7612120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 41701 members Entering Unmasked Estep Score: -7612124.000000 Penalty: 13062.699219 Iteration 40F: 3 clusters Score -7612124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 41703 members Entering Unmasked Estep Score: -7612130.500000 Penalty: 13062.699219 Iteration 41Q: 3 clusters Score -7612130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 41704 members Entering Unmasked Estep Score: -7612131.000000 Penalty: 13062.699219 Iteration 42Q: 3 clusters Score -7612131 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 41705 members Entering Unmasked Estep Score: -7612135.000000 Penalty: 13062.699219 Iteration 43Q: 3 clusters Score -7612135 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 41706 members Entering Unmasked Estep Score: -7612130.000000 Penalty: 13062.699219 Iteration 44Q: 3 clusters Score -7612130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 41705 members Entering Unmasked Estep Score: -7612140.000000 Penalty: 13062.699219 Iteration 45Q: 3 clusters Score -7612140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 41704 members Entering Unmasked Estep Score: -7612140.000000 Penalty: 13062.699219 Iteration 46Q: 3 clusters Score -7612140 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 41706 members Entering Unmasked Estep Score: -7612138.500000 Penalty: 13062.699219 Iteration 47Q: 3 clusters Score -7612138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 41709 members Entering Unmasked Estep Score: -7612133.000000 Penalty: 13062.699219 Iteration 48Q: 3 clusters Score -7612133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 41712 members Entering Unmasked Estep Score: -7612141.500000 Penalty: 13062.699219 Iteration 49Q: 3 clusters Score -7612142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 41715 members Entering Unmasked Estep Score: -7612137.500000 Penalty: 13062.699219 Iteration 50Q: 3 clusters Score -7612138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 41716 members Entering Unmasked Estep Score: -7612145.500000 Penalty: 13062.699219 Iteration 51Q: 3 clusters Score -7612146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 41717 members Entering Unmasked Estep Score: -7612151.500000 Penalty: 13062.699219 Iteration 52Q: 3 clusters Score -7612152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 41718 members Entering Unmasked Estep Score: -7612148.500000 Penalty: 13062.699219 Iteration 53Q: 3 clusters Score -7612148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 41719 members Entering Unmasked Estep Score: -7612149.000000 Penalty: 13062.699219 Iteration 54Q: 3 clusters Score -7612149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 41721 members Entering Unmasked Estep Score: -7612161.000000 Penalty: 13062.699219 Iteration 55Q: 3 clusters Score -7612161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 41719 members Entering Unmasked Estep Score: -7612160.500000 Penalty: 13062.699219 Iteration 56Q: 3 clusters Score -7612160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 41720 members Entering Unmasked Estep Score: -7612164.000000 Penalty: 13062.699219 Iteration 57Q: 3 clusters Score -7612164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 41721 members Entering Unmasked Estep Score: -7612164.500000 Penalty: 13062.699219 Iteration 58Q: 3 clusters Score -7612164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 41720 members Entering Unmasked Estep Score: -7612166.500000 Penalty: 13062.699219 Iteration 59Q: 3 clusters Score -7612166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 41720 members Entering Unmasked Estep Score: -7612166.500000 Penalty: 13062.699219 Iteration 60F: 3 clusters Score -7612166 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Entering Unmasked Estep Score: -186914.015625 Penalty: 4406.592773 Iteration 0F: 2 clusters Score -186914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -182813.140625 Penalty: 8813.185547 Iteration 0F: 3 clusters Score -182813.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -183974.796875 Penalty: 8813.185547 Iteration 1F: 3 clusters Score -183974.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -184704.328125 Penalty: 8813.185547 Iteration 2F: 3 clusters Score -184704.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -185610.609375 Penalty: 8813.185547 Iteration 3F: 3 clusters Score -185610.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -186653.312500 Penalty: 8813.185547 Iteration 4F: 3 clusters Score -186653.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -187272.562500 Penalty: 8813.185547 Iteration 5F: 3 clusters Score -187272.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -187543.546875 Penalty: 8813.185547 Iteration 6Q: 3 clusters Score -187543.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -187641.875000 Penalty: 8813.185547 Iteration 7Q: 3 clusters Score -187641.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -187717.812500 Penalty: 8813.185547 Iteration 8Q: 3 clusters Score -187717.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -187862.968750 Penalty: 8813.185547 Iteration 9Q: 3 clusters Score -187863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -187989.500000 Penalty: 8813.185547 Iteration 10Q: 3 clusters Score -187989.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -188051.093750 Penalty: 8813.185547 Iteration 11Q: 3 clusters Score -188051.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -188075.906250 Penalty: 8813.185547 Iteration 12Q: 3 clusters Score -188075.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -188097.171875 Penalty: 8813.185547 Iteration 13Q: 3 clusters Score -188097.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -188097.171875 Penalty: 8813.185547 Iteration 14F: 3 clusters Score -188097.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 397 members Mstep: Class 9 contains 935 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70959232.000000 Penalty: 142440.078125 Splitting cluster 9 changes total score from -70961536.000000 to -70959232.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (6045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Entering Unmasked Estep Score: -1067948.000000 Penalty: 5333.029297 Iteration 0F: 2 clusters Score -1067948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1060241.125000 Penalty: 10666.058594 Iteration 0F: 3 clusters Score -1060241 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -1061574.500000 Penalty: 10666.058594 Iteration 1F: 3 clusters Score -1061574 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1061914.000000 Penalty: 10666.058594 Iteration 2F: 3 clusters Score -1061914 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1062103.875000 Penalty: 10666.058594 Iteration 3Q: 3 clusters Score -1062104 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1062241.500000 Penalty: 10666.058594 Iteration 4Q: 3 clusters Score -1062242 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1062377.625000 Penalty: 10666.058594 Iteration 5Q: 3 clusters Score -1062378 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1062514.250000 Penalty: 10666.058594 Iteration 6Q: 3 clusters Score -1062514 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1062611.500000 Penalty: 10666.058594 Iteration 7Q: 3 clusters Score -1062612 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1062711.875000 Penalty: 10666.058594 Iteration 8Q: 3 clusters Score -1062712 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1062802.500000 Penalty: 10666.058594 Iteration 9Q: 3 clusters Score -1062802 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1062896.000000 Penalty: 10666.058594 Iteration 10Q: 3 clusters Score -1062896 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1063004.750000 Penalty: 10666.058594 Iteration 11Q: 3 clusters Score -1063005 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1063125.375000 Penalty: 10666.058594 Iteration 12Q: 3 clusters Score -1063125 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1063216.000000 Penalty: 10666.058594 Iteration 13Q: 3 clusters Score -1063216 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1063305.125000 Penalty: 10666.058594 Iteration 14Q: 3 clusters Score -1063305 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1063396.625000 Penalty: 10666.058594 Iteration 15Q: 3 clusters Score -1063397 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1063488.500000 Penalty: 10666.058594 Iteration 16Q: 3 clusters Score -1063488 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1063585.625000 Penalty: 10666.058594 Iteration 17Q: 3 clusters Score -1063586 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1063658.000000 Penalty: 10666.058594 Iteration 18Q: 3 clusters Score -1063658 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1063721.125000 Penalty: 10666.058594 Iteration 19Q: 3 clusters Score -1063721 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1063771.000000 Penalty: 10666.058594 Iteration 20F: 3 clusters Score -1063771 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1063807.000000 Penalty: 10666.058594 Iteration 21Q: 3 clusters Score -1063807 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -1063834.875000 Penalty: 10666.058594 Iteration 22Q: 3 clusters Score -1063835 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1063859.125000 Penalty: 10666.058594 Iteration 23Q: 3 clusters Score -1063859 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1063876.625000 Penalty: 10666.058594 Iteration 24Q: 3 clusters Score -1063877 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1063893.625000 Penalty: 10666.058594 Iteration 25Q: 3 clusters Score -1063894 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1063910.875000 Penalty: 10666.058594 Iteration 26Q: 3 clusters Score -1063911 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1063920.750000 Penalty: 10666.058594 Iteration 27Q: 3 clusters Score -1063921 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1063925.250000 Penalty: 10666.058594 Iteration 28Q: 3 clusters Score -1063925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1063925.000000 Penalty: 10666.058594 Iteration 29Q: 3 clusters Score -1063925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1063926.875000 Penalty: 10666.058594 Iteration 30Q: 3 clusters Score -1063927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1063930.750000 Penalty: 10666.058594 Iteration 31Q: 3 clusters Score -1063931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1063930.750000 Penalty: 10666.058594 Iteration 32Q: 3 clusters Score -1063931 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1063934.375000 Penalty: 10666.058594 Iteration 33Q: 3 clusters Score -1063934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1063939.125000 Penalty: 10666.058594 Iteration 34Q: 3 clusters Score -1063939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1063942.500000 Penalty: 10666.058594 Iteration 35Q: 3 clusters Score -1063942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1063947.875000 Penalty: 10666.058594 Iteration 36Q: 3 clusters Score -1063948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1063948.000000 Penalty: 10666.058594 Iteration 37Q: 3 clusters Score -1063948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1063953.500000 Penalty: 10666.058594 Iteration 38Q: 3 clusters Score -1063954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1063953.500000 Penalty: 10666.058594 Iteration 39Q: 3 clusters Score -1063954 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -1063958.750000 Penalty: 10666.058594 Iteration 40F: 3 clusters Score -1063959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1063964.750000 Penalty: 10666.058594 Iteration 41Q: 3 clusters Score -1063965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1063970.625000 Penalty: 10666.058594 Iteration 42Q: 3 clusters Score -1063971 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1063977.625000 Penalty: 10666.058594 Iteration 43Q: 3 clusters Score -1063978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1063980.125000 Penalty: 10666.058594 Iteration 44Q: 3 clusters Score -1063980 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1063984.375000 Penalty: 10666.058594 Iteration 45Q: 3 clusters Score -1063984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1063986.500000 Penalty: 10666.058594 Iteration 46Q: 3 clusters Score -1063986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1063989.875000 Penalty: 10666.058594 Iteration 47Q: 3 clusters Score -1063990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1063994.125000 Penalty: 10666.058594 Iteration 48Q: 3 clusters Score -1063994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1063995.500000 Penalty: 10666.058594 Iteration 49Q: 3 clusters Score -1063996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -1064000.000000 Penalty: 10666.058594 Iteration 50Q: 3 clusters Score -1064000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1064003.000000 Penalty: 10666.058594 Iteration 51Q: 3 clusters Score -1064003 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1064006.750000 Penalty: 10666.058594 Iteration 52Q: 3 clusters Score -1064007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1064009.625000 Penalty: 10666.058594 Iteration 53Q: 3 clusters Score -1064010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1064013.500000 Penalty: 10666.058594 Iteration 54Q: 3 clusters Score -1064014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1064017.750000 Penalty: 10666.058594 Iteration 55Q: 3 clusters Score -1064018 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1064024.750000 Penalty: 10666.058594 Iteration 56Q: 3 clusters Score -1064025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1064022.875000 Penalty: 10666.058594 Iteration 57Q: 3 clusters Score -1064023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1064025.875000 Penalty: 10666.058594 Iteration 58Q: 3 clusters Score -1064026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1064032.000000 Penalty: 10666.058594 Iteration 59Q: 3 clusters Score -1064032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1064033.375000 Penalty: 10666.058594 Iteration 60F: 3 clusters Score -1064033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1064035.125000 Penalty: 10666.058594 Iteration 61Q: 3 clusters Score -1064035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1064037.125000 Penalty: 10666.058594 Iteration 62Q: 3 clusters Score -1064037 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1064036.500000 Penalty: 10666.058594 Iteration 63Q: 3 clusters Score -1064036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1064037.875000 Penalty: 10666.058594 Iteration 64Q: 3 clusters Score -1064038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1064038.625000 Penalty: 10666.058594 Iteration 65Q: 3 clusters Score -1064039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1064038.625000 Penalty: 10666.058594 Iteration 66F: 3 clusters Score -1064039 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12988 members Entering Unmasked Estep Score: -2285572.750000 Penalty: 5801.465820 Iteration 0F: 2 clusters Score -2285573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -2273468.750000 Penalty: 11602.931641 Iteration 0F: 3 clusters Score -2273469 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -2276137.250000 Penalty: 11602.931641 Iteration 1F: 3 clusters Score -2276137 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2276597.000000 Penalty: 11602.931641 Iteration 2F: 3 clusters Score -2276597 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -2276890.750000 Penalty: 11602.931641 Iteration 3Q: 3 clusters Score -2276891 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -2277084.750000 Penalty: 11602.931641 Iteration 4Q: 3 clusters Score -2277085 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -2277230.250000 Penalty: 11602.931641 Iteration 5Q: 3 clusters Score -2277230 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -2277349.750000 Penalty: 11602.931641 Iteration 6Q: 3 clusters Score -2277350 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -2277478.750000 Penalty: 11602.931641 Iteration 7Q: 3 clusters Score -2277479 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -2277596.250000 Penalty: 11602.931641 Iteration 8Q: 3 clusters Score -2277596 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -2277692.250000 Penalty: 11602.931641 Iteration 9Q: 3 clusters Score -2277692 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -2277778.500000 Penalty: 11602.931641 Iteration 10Q: 3 clusters Score -2277778 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -2277847.750000 Penalty: 11602.931641 Iteration 11Q: 3 clusters Score -2277848 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -2277919.500000 Penalty: 11602.931641 Iteration 12Q: 3 clusters Score -2277920 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -2277986.000000 Penalty: 11602.931641 Iteration 13Q: 3 clusters Score -2277986 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2278035.500000 Penalty: 11602.931641 Iteration 14Q: 3 clusters Score -2278036 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -2278077.750000 Penalty: 11602.931641 Iteration 15Q: 3 clusters Score -2278078 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2278112.500000 Penalty: 11602.931641 Iteration 16Q: 3 clusters Score -2278112 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -2278140.000000 Penalty: 11602.931641 Iteration 17Q: 3 clusters Score -2278140 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -2278182.750000 Penalty: 11602.931641 Iteration 18Q: 3 clusters Score -2278183 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -2278220.000000 Penalty: 11602.931641 Iteration 19Q: 3 clusters Score -2278220 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2278233.500000 Penalty: 11602.931641 Iteration 20F: 3 clusters Score -2278234 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -2278269.000000 Penalty: 11602.931641 Iteration 21Q: 3 clusters Score -2278269 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -2278287.250000 Penalty: 11602.931641 Iteration 22Q: 3 clusters Score -2278287 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -2278322.500000 Penalty: 11602.931641 Iteration 23Q: 3 clusters Score -2278322 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -2278352.250000 Penalty: 11602.931641 Iteration 24Q: 3 clusters Score -2278352 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2278379.750000 Penalty: 11602.931641 Iteration 25Q: 3 clusters Score -2278380 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -2278397.250000 Penalty: 11602.931641 Iteration 26Q: 3 clusters Score -2278397 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -2278416.000000 Penalty: 11602.931641 Iteration 27Q: 3 clusters Score -2278416 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -2278435.250000 Penalty: 11602.931641 Iteration 28Q: 3 clusters Score -2278435 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -2278439.250000 Penalty: 11602.931641 Iteration 29Q: 3 clusters Score -2278439 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -2278459.500000 Penalty: 11602.931641 Iteration 30Q: 3 clusters Score -2278460 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -2278459.250000 Penalty: 11602.931641 Iteration 31Q: 3 clusters Score -2278459 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -2278471.500000 Penalty: 11602.931641 Iteration 32Q: 3 clusters Score -2278472 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2278481.500000 Penalty: 11602.931641 Iteration 33Q: 3 clusters Score -2278482 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -2278486.250000 Penalty: 11602.931641 Iteration 34Q: 3 clusters Score -2278486 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2278500.500000 Penalty: 11602.931641 Iteration 35Q: 3 clusters Score -2278500 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -2278503.000000 Penalty: 11602.931641 Iteration 36Q: 3 clusters Score -2278503 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -2278507.000000 Penalty: 11602.931641 Iteration 37Q: 3 clusters Score -2278507 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -2278517.500000 Penalty: 11602.931641 Iteration 38Q: 3 clusters Score -2278518 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -2278528.750000 Penalty: 11602.931641 Iteration 39Q: 3 clusters Score -2278529 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -2278533.500000 Penalty: 11602.931641 Iteration 40F: 3 clusters Score -2278534 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -2278544.000000 Penalty: 11602.931641 Iteration 41Q: 3 clusters Score -2278544 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -2278542.250000 Penalty: 11602.931641 Iteration 42Q: 3 clusters Score -2278542 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -2278556.250000 Penalty: 11602.931641 Iteration 43Q: 3 clusters Score -2278556 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -2278561.750000 Penalty: 11602.931641 Iteration 44Q: 3 clusters Score -2278562 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -2278571.500000 Penalty: 11602.931641 Iteration 45Q: 3 clusters Score -2278572 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -2278574.500000 Penalty: 11602.931641 Iteration 46Q: 3 clusters Score -2278574 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -2278581.250000 Penalty: 11602.931641 Iteration 47Q: 3 clusters Score -2278581 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -2278580.500000 Penalty: 11602.931641 Iteration 48Q: 3 clusters Score -2278580 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -2278597.250000 Penalty: 11602.931641 Iteration 49Q: 3 clusters Score -2278597 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -2278604.750000 Penalty: 11602.931641 Iteration 50Q: 3 clusters Score -2278605 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -2278611.750000 Penalty: 11602.931641 Iteration 51Q: 3 clusters Score -2278612 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -2278615.250000 Penalty: 11602.931641 Iteration 52Q: 3 clusters Score -2278615 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -2278628.750000 Penalty: 11602.931641 Iteration 53Q: 3 clusters Score -2278629 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -2278629.750000 Penalty: 11602.931641 Iteration 54Q: 3 clusters Score -2278630 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -2278631.250000 Penalty: 11602.931641 Iteration 55Q: 3 clusters Score -2278631 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -2278639.000000 Penalty: 11602.931641 Iteration 56Q: 3 clusters Score -2278639 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -2278649.750000 Penalty: 11602.931641 Iteration 57Q: 3 clusters Score -2278650 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2278652.250000 Penalty: 11602.931641 Iteration 58Q: 3 clusters Score -2278652 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -2278656.750000 Penalty: 11602.931641 Iteration 59Q: 3 clusters Score -2278657 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2278664.500000 Penalty: 11602.931641 Iteration 60F: 3 clusters Score -2278664 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -2278667.500000 Penalty: 11602.931641 Iteration 61Q: 3 clusters Score -2278668 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -2278667.750000 Penalty: 11602.931641 Iteration 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11602.931641 Iteration 66Q: 3 clusters Score -2278693 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -2278691.750000 Penalty: 11602.931641 Iteration 67Q: 3 clusters Score -2278692 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -2278704.000000 Penalty: 11602.931641 Iteration 68Q: 3 clusters Score -2278704 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -2278703.000000 Penalty: 11602.931641 Iteration 69Q: 3 clusters Score -2278703 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2278741.500000 Penalty: 11602.931641 Iteration 74Q: 3 clusters Score -2278742 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -2278739.000000 Penalty: 11602.931641 Iteration 75Q: 3 clusters Score -2278739 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -2278748.250000 Penalty: 11602.931641 Iteration 76Q: 3 clusters Score -2278748 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -2278759.750000 Penalty: 11602.931641 Iteration 77Q: 3 clusters Score -2278760 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -2278770.250000 Penalty: 11602.931641 Iteration 78Q: 3 clusters Score -2278770 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -2278770.500000 Penalty: 11602.931641 Iteration 79Q: 3 clusters Score -2278770 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -2278789.250000 Penalty: 11602.931641 Iteration 80F: 3 clusters Score -2278789 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -2278799.500000 Penalty: 11602.931641 Iteration 81Q: 3 clusters Score -2278800 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 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members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -2278889.500000 Penalty: 11602.931641 Iteration 86Q: 3 clusters Score -2278890 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -2278910.250000 Penalty: 11602.931641 Iteration 87Q: 3 clusters Score -2278910 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2278921.500000 Penalty: 11602.931641 Iteration 88Q: 3 clusters Score -2278922 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2278941.500000 Penalty: 11602.931641 Iteration 89Q: 3 clusters Score -2278942 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 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clusters Score -2279275 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -2279282.250000 Penalty: 11602.931641 Iteration 110Q: 3 clusters Score -2279282 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -2279303.500000 Penalty: 11602.931641 Iteration 111Q: 3 clusters Score -2279304 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -2279313.500000 Penalty: 11602.931641 Iteration 112Q: 3 clusters Score -2279314 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -2279316.000000 Penalty: 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Iteration 152Q: 3 clusters Score -2281356 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -2281381.750000 Penalty: 11602.931641 Iteration 153Q: 3 clusters Score -2281382 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -2281395.750000 Penalty: 11602.931641 Iteration 154Q: 3 clusters Score -2281396 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -2281404.000000 Penalty: 11602.931641 Iteration 155Q: 3 clusters Score -2281404 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -2281416.250000 Penalty: 11602.931641 Iteration 156Q: 3 clusters Score -2281416 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -2281420.250000 Penalty: 11602.931641 Iteration 157Q: 3 clusters Score -2281420 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -2281426.750000 Penalty: 11602.931641 Iteration 158Q: 3 clusters Score -2281427 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -2281426.500000 Penalty: 11602.931641 Iteration 159Q: 3 clusters Score -2281426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -2281435.000000 Penalty: 11602.931641 Iteration 160F: 3 clusters Score -2281435 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -2281441.750000 Penalty: 11602.931641 Iteration 161Q: 3 clusters Score -2281442 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -2281444.500000 Penalty: 11602.931641 Iteration 162Q: 3 clusters Score -2281444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -2281443.750000 Penalty: 11602.931641 Iteration 163Q: 3 clusters Score -2281444 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -2281443.250000 Penalty: 11602.931641 Iteration 164Q: 3 clusters Score -2281443 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -2281446.500000 Penalty: 11602.931641 Iteration 165Q: 3 clusters Score -2281446 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -2281451.000000 Penalty: 11602.931641 Iteration 166Q: 3 clusters Score -2281451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -2281456.000000 Penalty: 11602.931641 Iteration 167Q: 3 clusters Score -2281456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2281455.250000 Penalty: 11602.931641 Iteration 168Q: 3 clusters Score -2281455 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2281455.250000 Penalty: 11602.931641 Iteration 169F: 3 clusters Score -2281455 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (100733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100733 members Entering Unmasked Estep Score: -17941530.000000 Penalty: 7056.139648 Iteration 0F: 2 clusters Score -1.794153e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50715 members Mstep: Class 2 contains 50018 members Entering Unmasked Estep Score: -17873426.000000 Penalty: 14112.279297 Iteration 0F: 3 clusters Score -1.787343e+07 nChanged 45743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53468 members Mstep: Class 2 contains 47265 members Entering Unmasked Estep Score: -17898654.000000 Penalty: 14112.279297 Iteration 1F: 3 clusters Score -1.789865e+07 nChanged 5021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55475 members Mstep: Class 2 contains 45258 members Entering Unmasked Estep Score: -17900798.000000 Penalty: 14112.279297 Iteration 2Q: 3 clusters Score -1.79008e+07 nChanged 5898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58499 members Mstep: Class 2 contains 42234 members Entering Unmasked Estep Score: -17904366.000000 Penalty: 14112.279297 Iteration 3F: 3 clusters Score -1.790437e+07 nChanged 7239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62722 members Mstep: Class 2 contains 38011 members Entering Unmasked Estep Score: -17909488.000000 Penalty: 14112.279297 Iteration 4F: 3 clusters Score -1.790949e+07 nChanged 8140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67938 members Mstep: Class 2 contains 32795 members Entering Unmasked Estep Score: -17915722.000000 Penalty: 14112.279297 Iteration 5F: 3 clusters Score -1.791572e+07 nChanged 7631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73323 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -17920958.000000 Penalty: 14112.279297 Iteration 6F: 3 clusters Score -1.792096e+07 nChanged 6246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78339 members Mstep: Class 2 contains 22394 members Entering Unmasked Estep Score: -17925016.000000 Penalty: 14112.279297 Iteration 7F: 3 clusters Score -1.792502e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82753 members Mstep: Class 2 contains 17980 members Entering Unmasked Estep Score: -17928134.000000 Penalty: 14112.279297 Iteration 8Q: 3 clusters Score -1.792813e+07 nChanged 3931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86590 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -17930630.000000 Penalty: 14112.279297 Iteration 9Q: 3 clusters Score -1.793063e+07 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89868 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -17933128.000000 Penalty: 14112.279297 Iteration 10Q: 3 clusters Score -1.793313e+07 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92316 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -17934884.000000 Penalty: 14112.279297 Iteration 11Q: 3 clusters Score -1.793488e+07 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94014 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -17936052.000000 Penalty: 14112.279297 Iteration 12Q: 3 clusters Score -1.793605e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95104 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -17936734.000000 Penalty: 14112.279297 Iteration 13Q: 3 clusters Score -1.793673e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95782 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -17937134.000000 Penalty: 14112.279297 Iteration 14Q: 3 clusters Score -1.793713e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96189 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -17937376.000000 Penalty: 14112.279297 Iteration 15Q: 3 clusters Score -1.793738e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96455 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -17937440.000000 Penalty: 14112.279297 Iteration 16Q: 3 clusters Score -1.793744e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96650 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -17937522.000000 Penalty: 14112.279297 Iteration 17Q: 3 clusters Score -1.793752e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96788 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -17937528.000000 Penalty: 14112.279297 Iteration 18Q: 3 clusters Score -1.793753e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96881 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -17937558.000000 Penalty: 14112.279297 Iteration 19Q: 3 clusters Score -1.793756e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96950 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -17937584.000000 Penalty: 14112.279297 Iteration 20F: 3 clusters Score -1.793758e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97003 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -17937588.000000 Penalty: 14112.279297 Iteration 21Q: 3 clusters Score -1.793759e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97048 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -17937562.000000 Penalty: 14112.279297 Iteration 22Q: 3 clusters Score -1.793756e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97081 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -17937574.000000 Penalty: 14112.279297 Iteration 23Q: 3 clusters Score -1.793757e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97107 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -17937580.000000 Penalty: 14112.279297 Iteration 24Q: 3 clusters Score -1.793758e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97126 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -17937562.000000 Penalty: 14112.279297 Iteration 25Q: 3 clusters Score -1.793756e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97138 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -17937590.000000 Penalty: 14112.279297 Iteration 26Q: 3 clusters Score -1.793759e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97142 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -17937606.000000 Penalty: 14112.279297 Iteration 27Q: 3 clusters Score -1.793761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97143 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -17937616.000000 Penalty: 14112.279297 Iteration 28Q: 3 clusters Score -1.793762e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97143 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -17937616.000000 Penalty: 14112.279297 Iteration 29F: 3 clusters Score -1.793762e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -223157.796875 Penalty: 4458.160156 Iteration 0F: 2 clusters Score -223157.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -218903.546875 Penalty: 8916.320312 Iteration 0F: 3 clusters Score -218903.5 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -220079.078125 Penalty: 8916.320312 Iteration 1F: 3 clusters Score -220079.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -220718.406250 Penalty: 8916.320312 Iteration 2F: 3 clusters Score -220718.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -221058.046875 Penalty: 8916.320312 Iteration 3F: 3 clusters Score -221058 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -221324.343750 Penalty: 8916.320312 Iteration 4Q: 3 clusters Score -221324.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -221477.562500 Penalty: 8916.320312 Iteration 5Q: 3 clusters Score -221477.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -221568.390625 Penalty: 8916.320312 Iteration 6Q: 3 clusters Score -221568.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -221632.578125 Penalty: 8916.320312 Iteration 7Q: 3 clusters Score -221632.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -221666.890625 Penalty: 8916.320312 Iteration 8Q: 3 clusters Score -221666.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -221689.593750 Penalty: 8916.320312 Iteration 9Q: 3 clusters Score -221689.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -221702.562500 Penalty: 8916.320312 Iteration 10Q: 3 clusters Score -221702.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -221710.125000 Penalty: 8916.320312 Iteration 11Q: 3 clusters Score -221710.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -221710.125000 Penalty: 8916.320312 Iteration 12F: 3 clusters Score -221710.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Entering Unmasked Estep Score: -137056.218750 Penalty: 4103.444336 Iteration 0F: 2 clusters Score -137056.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -133196.125000 Penalty: 8206.888672 Iteration 0F: 3 clusters Score -133196.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -133459.593750 Penalty: 8206.888672 Iteration 1F: 3 clusters Score -133459.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -133550.187500 Penalty: 8206.888672 Iteration 2Q: 3 clusters Score -133550.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -133585.015625 Penalty: 8206.888672 Iteration 3Q: 3 clusters Score -133585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -133596.125000 Penalty: 8206.888672 Iteration 4Q: 3 clusters Score -133596.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -133623.812500 Penalty: 8206.888672 Iteration 5Q: 3 clusters Score -133623.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -133723.484375 Penalty: 8206.888672 Iteration 6Q: 3 clusters Score -133723.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -134105.546875 Penalty: 8206.888672 Iteration 7Q: 3 clusters Score -134105.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -134246.984375 Penalty: 8206.888672 Iteration 8Q: 3 clusters Score -134247 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -134305.906250 Penalty: 8206.888672 Iteration 9Q: 3 clusters Score -134305.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -134357.390625 Penalty: 8206.888672 Iteration 10Q: 3 clusters Score -134357.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -134406.093750 Penalty: 8206.888672 Iteration 11Q: 3 clusters Score -134406.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -134431.609375 Penalty: 8206.888672 Iteration 12Q: 3 clusters Score -134431.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -134450.390625 Penalty: 8206.888672 Iteration 13Q: 3 clusters Score -134450.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -134480.968750 Penalty: 8206.888672 Iteration 14Q: 3 clusters Score -134481 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -134508.187500 Penalty: 8206.888672 Iteration 15Q: 3 clusters Score -134508.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -134524.093750 Penalty: 8206.888672 Iteration 16Q: 3 clusters Score -134524.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -134532.562500 Penalty: 8206.888672 Iteration 17Q: 3 clusters Score -134532.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -134539.250000 Penalty: 8206.888672 Iteration 18Q: 3 clusters Score -134539.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -134546.218750 Penalty: 8206.888672 Iteration 19Q: 3 clusters Score -134546.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -134549.265625 Penalty: 8206.888672 Iteration 20F: 3 clusters Score -134549.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -134552.984375 Penalty: 8206.888672 Iteration 21Q: 3 clusters Score -134553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -134558.937500 Penalty: 8206.888672 Iteration 22Q: 3 clusters Score -134558.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -134558.937500 Penalty: 8206.888672 Iteration 23F: 3 clusters Score -134558.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25231 members Entering Unmasked Estep Score: -4336827.000000 Penalty: 6208.195312 Iteration 0F: 2 clusters Score -4336827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -4317104.000000 Penalty: 12416.390625 Iteration 0F: 3 clusters Score -4317104 nChanged 10385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -4323405.500000 Penalty: 12416.390625 Iteration 1F: 3 clusters Score -4323406 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -4325514.500000 Penalty: 12416.390625 Iteration 2F: 3 clusters Score -4325514 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -4327344.500000 Penalty: 12416.390625 Iteration 3F: 3 clusters Score -4327344 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -4329198.500000 Penalty: 12416.390625 Iteration 4F: 3 clusters Score -4329198 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -4331168.000000 Penalty: 12416.390625 Iteration 5F: 3 clusters Score -4331168 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17942 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -4332958.000000 Penalty: 12416.390625 Iteration 6F: 3 clusters Score -4332958 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19310 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -4334478.000000 Penalty: 12416.390625 Iteration 7F: 3 clusters Score -4334478 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20464 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -4335578.000000 Penalty: 12416.390625 Iteration 8F: 3 clusters Score -4335578 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -4336205.000000 Penalty: 12416.390625 Iteration 9Q: 3 clusters Score -4336205 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21774 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -4336599.500000 Penalty: 12416.390625 Iteration 10Q: 3 clusters Score -4336600 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22091 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -4336803.000000 Penalty: 12416.390625 Iteration 11Q: 3 clusters Score -4336803 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -4336911.000000 Penalty: 12416.390625 Iteration 12Q: 3 clusters Score -4336911 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22407 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -4336974.500000 Penalty: 12416.390625 Iteration 13Q: 3 clusters Score -4336974 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22499 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -4337024.500000 Penalty: 12416.390625 Iteration 14Q: 3 clusters Score -4337024 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22552 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -4337054.500000 Penalty: 12416.390625 Iteration 15Q: 3 clusters Score -4337054 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22585 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -4337071.000000 Penalty: 12416.390625 Iteration 16Q: 3 clusters Score -4337071 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22607 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -4337071.000000 Penalty: 12416.390625 Iteration 17Q: 3 clusters Score -4337071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -4337070.500000 Penalty: 12416.390625 Iteration 18Q: 3 clusters Score -4337070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22624 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -4337070.000000 Penalty: 12416.390625 Iteration 19Q: 3 clusters Score -4337070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22630 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -4337069.500000 Penalty: 12416.390625 Iteration 20F: 3 clusters Score -4337070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22633 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -4337066.000000 Penalty: 12416.390625 Iteration 21Q: 3 clusters Score -4337066 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -4337067.500000 Penalty: 12416.390625 Iteration 22Q: 3 clusters Score -4337068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22642 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -4337072.500000 Penalty: 12416.390625 Iteration 23Q: 3 clusters Score -4337072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22645 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -4337080.500000 Penalty: 12416.390625 Iteration 24Q: 3 clusters Score -4337080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -4337078.000000 Penalty: 12416.390625 Iteration 25Q: 3 clusters Score -4337078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22650 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -4337075.500000 Penalty: 12416.390625 Iteration 26Q: 3 clusters Score -4337076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22656 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -4337068.500000 Penalty: 12416.390625 Iteration 27Q: 3 clusters Score -4337068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22660 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -4337074.500000 Penalty: 12416.390625 Iteration 28Q: 3 clusters Score -4337074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -4337080.000000 Penalty: 12416.390625 Iteration 29Q: 3 clusters Score -4337080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -4337081.000000 Penalty: 12416.390625 Iteration 30Q: 3 clusters Score -4337081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22665 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -4337078.000000 Penalty: 12416.390625 Iteration 31Q: 3 clusters Score -4337078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22667 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -4337080.000000 Penalty: 12416.390625 Iteration 32Q: 3 clusters Score -4337080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22668 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -4337080.500000 Penalty: 12416.390625 Iteration 33Q: 3 clusters Score -4337080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22669 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -4337083.500000 Penalty: 12416.390625 Iteration 34Q: 3 clusters Score -4337084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -4337084.000000 Penalty: 12416.390625 Iteration 35Q: 3 clusters Score -4337084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -4337084.000000 Penalty: 12416.390625 Iteration 36F: 3 clusters Score -4337084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 2561 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 22670 members Mstep: Class 18 contains 1524 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70959888.000000 Penalty: 142440.078125 Splitting cluster 17 changes total score from -70961536.000000 to -70959888.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (1524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Entering Unmasked Estep Score: -237944.937500 Penalty: 4489.069824 Iteration 0F: 2 clusters Score -237944.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -233318.453125 Penalty: 8978.139648 Iteration 0F: 3 clusters Score -233318.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -234160.234375 Penalty: 8978.139648 Iteration 1F: 3 clusters Score -234160.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -234893.359375 Penalty: 8978.139648 Iteration 2F: 3 clusters Score -234893.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -235431.640625 Penalty: 8978.139648 Iteration 3F: 3 clusters Score -235431.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -235897.937500 Penalty: 8978.139648 Iteration 4F: 3 clusters Score -235897.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -236417.859375 Penalty: 8978.139648 Iteration 5F: 3 clusters Score -236417.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -236835.421875 Penalty: 8978.139648 Iteration 6F: 3 clusters Score -236835.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -237142.515625 Penalty: 8978.139648 Iteration 7Q: 3 clusters Score -237142.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -237362.437500 Penalty: 8978.139648 Iteration 8Q: 3 clusters Score -237362.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -237478.875000 Penalty: 8978.139648 Iteration 9Q: 3 clusters Score -237478.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -237635.484375 Penalty: 8978.139648 Iteration 10Q: 3 clusters Score -237635.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -237733.171875 Penalty: 8978.139648 Iteration 11Q: 3 clusters Score -237733.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -237801.234375 Penalty: 8978.139648 Iteration 12Q: 3 clusters Score -237801.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -237824.828125 Penalty: 8978.139648 Iteration 13Q: 3 clusters Score -237824.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -237840.015625 Penalty: 8978.139648 Iteration 14Q: 3 clusters Score -237840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -237848.046875 Penalty: 8978.139648 Iteration 15Q: 3 clusters Score -237848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -237855.109375 Penalty: 8978.139648 Iteration 16Q: 3 clusters Score -237855.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -237860.656250 Penalty: 8978.139648 Iteration 17Q: 3 clusters Score -237860.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -237872.484375 Penalty: 8978.139648 Iteration 18Q: 3 clusters Score -237872.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -237905.671875 Penalty: 8978.139648 Iteration 19Q: 3 clusters Score -237905.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -238033.375000 Penalty: 8978.139648 Iteration 20F: 3 clusters Score -238033.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -238283.453125 Penalty: 8978.139648 Iteration 21Q: 3 clusters Score -238283.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -238287.015625 Penalty: 8978.139648 Iteration 22Q: 3 clusters Score -238287 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -238287.015625 Penalty: 8978.139648 Iteration 23F: 3 clusters Score -238287 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 8468 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 42763 members Mstep: Class 8 contains 975 members Mstep: Class 9 contains 1332 members Mstep: Class 10 contains 6045 members Mstep: Class 11 contains 12988 members Mstep: Class 12 contains 100733 members Mstep: Class 14 contains 1449 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 25231 members Mstep: Class 18 contains 549 members Mstep: Class 19 contains 147004 members Mstep: Class 20 contains 14862 members Entering Unmasked Estep Score: -70958304.000000 Penalty: 142440.078125 Splitting cluster 18 changes total score from -70961536.000000 to -70958304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (147004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147004 members Entering Unmasked Estep Score: -25943066.000000 Penalty: 7287.656738 Iteration 0F: 2 clusters Score -2.594307e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73370 members Mstep: Class 2 contains 73634 members Entering Unmasked Estep Score: -25843804.000000 Penalty: 14575.313477 Iteration 0F: 3 clusters Score -2.58438e+07 nChanged 68335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72161 members Mstep: Class 2 contains 74843 members Entering Unmasked Estep Score: -25881746.000000 Penalty: 14575.313477 Iteration 1F: 3 clusters Score -2.588175e+07 nChanged 5208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71175 members Mstep: Class 2 contains 75829 members Entering Unmasked Estep Score: -25882950.000000 Penalty: 14575.313477 Iteration 2Q: 3 clusters Score -2.588295e+07 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69655 members Mstep: Class 2 contains 77349 members Entering Unmasked Estep Score: -25884326.000000 Penalty: 14575.313477 Iteration 3Q: 3 clusters Score -2.588433e+07 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67450 members Mstep: Class 2 contains 79554 members Entering Unmasked Estep Score: -25885770.000000 Penalty: 14575.313477 Iteration 4Q: 3 clusters Score -2.588577e+07 nChanged 5521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64177 members Mstep: Class 2 contains 82827 members Entering Unmasked Estep Score: -25887526.000000 Penalty: 14575.313477 Iteration 5Q: 3 clusters Score -2.588753e+07 nChanged 6576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59375 members Mstep: Class 2 contains 87629 members Entering Unmasked Estep Score: -25890334.000000 Penalty: 14575.313477 Iteration 6Q: 3 clusters Score -2.589033e+07 nChanged 8032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52743 members Mstep: Class 2 contains 94261 members Entering Unmasked Estep Score: -25894714.000000 Penalty: 14575.313477 Iteration 7F: 3 clusters Score -2.589471e+07 nChanged 9698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44073 members Mstep: Class 2 contains 102931 members Entering Unmasked Estep Score: -25901088.000000 Penalty: 14575.313477 Iteration 8F: 3 clusters Score -2.590109e+07 nChanged 10933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33876 members Mstep: Class 2 contains 113128 members Entering Unmasked Estep Score: -25910378.000000 Penalty: 14575.313477 Iteration 9F: 3 clusters Score -2.591038e+07 nChanged 10705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23625 members Mstep: Class 2 contains 123379 members Entering Unmasked Estep Score: -25919956.000000 Penalty: 14575.313477 Iteration 10F: 3 clusters Score -2.591996e+07 nChanged 8602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 131713 members Entering Unmasked Estep Score: -25928000.000000 Penalty: 14575.313477 Iteration 11F: 3 clusters Score -2.5928e+07 nChanged 5706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 137253 members Entering Unmasked Estep Score: -25932774.000000 Penalty: 14575.313477 Iteration 12Q: 3 clusters Score -2.593277e+07 nChanged 3349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 140514 members Entering Unmasked Estep Score: -25935554.000000 Penalty: 14575.313477 Iteration 13Q: 3 clusters Score -2.593555e+07 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 142293 members Entering Unmasked Estep Score: -25936834.000000 Penalty: 14575.313477 Iteration 14Q: 3 clusters Score -2.593683e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 143284 members Entering Unmasked Estep Score: -25937440.000000 Penalty: 14575.313477 Iteration 15Q: 3 clusters Score -2.593744e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 143817 members Entering Unmasked Estep Score: -25937742.000000 Penalty: 14575.313477 Iteration 16Q: 3 clusters Score -2.593774e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 144124 members Entering Unmasked Estep Score: -25937882.000000 Penalty: 14575.313477 Iteration 17Q: 3 clusters Score -2.593788e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 144317 members Entering Unmasked Estep Score: -25938012.000000 Penalty: 14575.313477 Iteration 18Q: 3 clusters Score -2.593801e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 144455 members Entering Unmasked Estep Score: -25938108.000000 Penalty: 14575.313477 Iteration 19Q: 3 clusters Score -2.593811e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 144552 members Entering Unmasked Estep Score: -25938194.000000 Penalty: 14575.313477 Iteration 20F: 3 clusters Score -2.593819e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 144626 members Entering Unmasked Estep Score: -25938256.000000 Penalty: 14575.313477 Iteration 21Q: 3 clusters Score -2.593826e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 144682 members Entering Unmasked Estep Score: -25938302.000000 Penalty: 14575.313477 Iteration 22Q: 3 clusters Score -2.59383e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 144726 members Entering Unmasked Estep Score: -25938350.000000 Penalty: 14575.313477 Iteration 23Q: 3 clusters Score -2.593835e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 144758 members Entering Unmasked Estep Score: -25938376.000000 Penalty: 14575.313477 Iteration 24Q: 3 clusters Score -2.593838e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 144793 members Entering Unmasked Estep Score: -25938334.000000 Penalty: 14575.313477 Iteration 25Q: 3 clusters Score -2.593833e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 144813 members Entering Unmasked Estep Score: -25938352.000000 Penalty: 14575.313477 Iteration 26Q: 3 clusters Score -2.593835e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 144827 members Entering Unmasked Estep Score: -25938402.000000 Penalty: 14575.313477 Iteration 27Q: 3 clusters Score -2.59384e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 144839 members Entering Unmasked Estep Score: -25938402.000000 Penalty: 14575.313477 Iteration 28Q: 3 clusters Score -2.59384e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 144857 members Entering Unmasked Estep Score: -25938374.000000 Penalty: 14575.313477 Iteration 29Q: 3 clusters Score -2.593837e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 144868 members Entering Unmasked Estep Score: -25938406.000000 Penalty: 14575.313477 Iteration 30Q: 3 clusters Score -2.593841e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 144872 members Entering Unmasked Estep Score: -25938412.000000 Penalty: 14575.313477 Iteration 31Q: 3 clusters Score -2.593841e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 144878 members Entering Unmasked Estep Score: -25938416.000000 Penalty: 14575.313477 Iteration 32Q: 3 clusters Score -2.593842e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 144888 members Entering Unmasked Estep Score: -25938446.000000 Penalty: 14575.313477 Iteration 33Q: 3 clusters Score -2.593845e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 144897 members Entering Unmasked Estep Score: -25938470.000000 Penalty: 14575.313477 Iteration 34Q: 3 clusters Score -2.593847e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 144905 members Entering Unmasked Estep Score: -25938484.000000 Penalty: 14575.313477 Iteration 35Q: 3 clusters Score -2.593848e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 144911 members Entering Unmasked Estep Score: -25938466.000000 Penalty: 14575.313477 Iteration 36Q: 3 clusters Score -2.593847e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 144917 members Entering Unmasked Estep Score: -25938470.000000 Penalty: 14575.313477 Iteration 37Q: 3 clusters Score -2.593847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 144920 members Entering Unmasked Estep Score: -25938462.000000 Penalty: 14575.313477 Iteration 38Q: 3 clusters Score -2.593846e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 144924 members Entering Unmasked Estep Score: -25938464.000000 Penalty: 14575.313477 Iteration 39Q: 3 clusters Score -2.593846e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 144925 members Entering Unmasked Estep Score: -25938470.000000 Penalty: 14575.313477 Iteration 40F: 3 clusters Score -2.593847e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 144926 members Entering Unmasked Estep Score: -25938460.000000 Penalty: 14575.313477 Iteration 41Q: 3 clusters Score -2.593846e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 144927 members Entering Unmasked Estep Score: -25938458.000000 Penalty: 14575.313477 Iteration 42Q: 3 clusters Score -2.593846e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 144927 members Entering Unmasked Estep Score: -25938458.000000 Penalty: 14575.313477 Iteration 43F: 3 clusters Score -2.593846e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14862 members Entering Unmasked Estep Score: -2593116.250000 Penalty: 5884.019531 Iteration 0F: 2 clusters Score -2593116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -2579916.750000 Penalty: 11768.039062 Iteration 0F: 3 clusters Score -2579917 nChanged 5856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -2583286.250000 Penalty: 11768.039062 Iteration 1F: 3 clusters Score -2583286 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -2584057.250000 Penalty: 11768.039062 Iteration 2F: 3 clusters Score -2584057 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -2584741.500000 Penalty: 11768.039062 Iteration 3F: 3 clusters Score -2584742 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -2585327.250000 Penalty: 11768.039062 Iteration 4F: 3 clusters Score -2585327 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -2585809.500000 Penalty: 11768.039062 Iteration 5Q: 3 clusters Score -2585810 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -2586232.250000 Penalty: 11768.039062 Iteration 6Q: 3 clusters Score -2586232 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -2586629.750000 Penalty: 11768.039062 Iteration 7Q: 3 clusters Score -2586630 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -2587028.250000 Penalty: 11768.039062 Iteration 8Q: 3 clusters Score -2587028 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -2587493.000000 Penalty: 11768.039062 Iteration 9Q: 3 clusters Score -2587493 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -2587943.500000 Penalty: 11768.039062 Iteration 10Q: 3 clusters Score -2587944 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -2588399.750000 Penalty: 11768.039062 Iteration 11Q: 3 clusters Score -2588400 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -2588821.250000 Penalty: 11768.039062 Iteration 12Q: 3 clusters Score -2588821 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -2589154.250000 Penalty: 11768.039062 Iteration 13Q: 3 clusters Score -2589154 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -2589412.250000 Penalty: 11768.039062 Iteration 14Q: 3 clusters Score -2589412 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -2589577.250000 Penalty: 11768.039062 Iteration 15Q: 3 clusters Score -2589577 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -2589667.250000 Penalty: 11768.039062 Iteration 16Q: 3 clusters Score -2589667 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -2589716.750000 Penalty: 11768.039062 Iteration 17Q: 3 clusters Score -2589717 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -2589739.250000 Penalty: 11768.039062 Iteration 18Q: 3 clusters Score -2589739 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -2589756.750000 Penalty: 11768.039062 Iteration 19Q: 3 clusters Score -2589757 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -2589759.500000 Penalty: 11768.039062 Iteration 20F: 3 clusters Score -2589760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -2589761.750000 Penalty: 11768.039062 Iteration 21Q: 3 clusters Score -2589762 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -2589764.500000 Penalty: 11768.039062 Iteration 22Q: 3 clusters Score -2589764 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -2589763.750000 Penalty: 11768.039062 Iteration 23Q: 3 clusters Score -2589764 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -2589762.250000 Penalty: 11768.039062 Iteration 24Q: 3 clusters Score -2589762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2589764.250000 Penalty: 11768.039062 Iteration 25Q: 3 clusters Score -2589764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -2589766.250000 Penalty: 11768.039062 Iteration 26Q: 3 clusters Score -2589766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -2589767.000000 Penalty: 11768.039062 Iteration 27Q: 3 clusters Score -2589767 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2589772.250000 Penalty: 11768.039062 Iteration 28Q: 3 clusters Score -2589772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -2589772.250000 Penalty: 11768.039062 Iteration 29Q: 3 clusters Score -2589772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -2589772.750000 Penalty: 11768.039062 Iteration 30Q: 3 clusters Score -2589773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -2589781.500000 Penalty: 11768.039062 Iteration 31Q: 3 clusters Score -2589782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -2589781.500000 Penalty: 11768.039062 Iteration 32F: 3 clusters Score -2589782 nChanged 0 --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -212987760.000000 Penalty: 145966.046875 21->18 Clusters: Score -212987760.000000, best is -213051088.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19648 members Mstep: Class 2 contains 19607 members Mstep: Class 3 contains 19183 members Mstep: Class 4 contains 19577 members Mstep: Class 5 contains 19671 members Mstep: Class 6 contains 19505 members Mstep: Class 7 contains 19352 members Mstep: Class 8 contains 19280 members Mstep: Class 9 contains 19484 members Mstep: Class 10 contains 19413 members Mstep: Class 11 contains 19414 members Mstep: Class 12 contains 19536 members Mstep: Class 13 contains 19422 members Mstep: Class 14 contains 19578 members Mstep: Class 15 contains 19525 members Mstep: Class 16 contains 18998 members Mstep: Class 17 contains 19505 members Mstep: Class 18 contains 19237 members Mstep: Class 19 contains 19722 members Mstep: Class 20 contains 19348 members Mstep: Class 21 contains 19286 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 590.282654 but Gain 7913.343750 Score: -66210196.000000 Penalty: 158266.750000 Iteration 0F: 21 clusters Score -6.62102e+07 nChanged 384496 Entering Unmasked Mstep Mstep: Class 0 contains 2743 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 9558 members Mstep: Class 3 contains 14540 members Mstep: Class 4 contains 4699 members Mstep: Class 5 contains 23296 members Mstep: Class 6 contains 10392 members Mstep: Class 7 contains 4909 members Mstep: Class 8 contains 13828 members Mstep: Class 10 contains 124429 members Mstep: Class 11 contains 66534 members Mstep: Class 12 contains 8293 members Mstep: Class 13 contains 10070 members Mstep: Class 14 contains 9092 members Mstep: Class 15 contains 2428 members Mstep: Class 16 contains 23957 members Mstep: Class 17 contains 3773 members Mstep: Class 18 contains 8550 members Mstep: Class 19 contains 18165 members Mstep: Class 20 contains 18711 members Mstep: Class 21 contains 27763 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 4432.347656 but Gain 7913.328125 Score: -69356024.000000 Penalty: 150353.421875 Iteration 1F: 20 clusters Score -6.935602e+07 nChanged 157435 Entering Unmasked Mstep Mstep: Class 0 contains 1121 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6248 members Mstep: Class 3 contains 9120 members Mstep: Class 4 contains 12748 members Mstep: Class 5 contains 20956 members Mstep: Class 6 contains 6817 members Mstep: Class 7 contains 2116 members Mstep: Class 8 contains 16997 members Mstep: Class 10 contains 165465 members Mstep: Class 11 contains 70243 members Mstep: Class 13 contains 10382 members Mstep: Class 14 contains 5130 members Mstep: Class 15 contains 1389 members Mstep: Class 16 contains 19892 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 5881 members Mstep: Class 19 contains 14671 members Mstep: Class 20 contains 15711 members Mstep: Class 21 contains 21250 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 4251.401367 but Gain 7913.343750 Score: -70080040.000000 Penalty: 142440.078125 Iteration 2F: 19 clusters Score -7.008004e+07 nChanged 122308 Entering Unmasked Mstep Mstep: Class 0 contains 398 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4295 members Mstep: Class 4 contains 24785 members Mstep: Class 5 contains 17065 members Mstep: Class 6 contains 10322 members Mstep: Class 7 contains 2500 members Mstep: Class 8 contains 22726 members Mstep: Class 10 contains 180390 members Mstep: Class 11 contains 54621 members Mstep: Class 13 contains 14052 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 1284 members Mstep: Class 16 contains 17765 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 4311 members Mstep: Class 19 contains 8527 members Mstep: Class 20 contains 13133 members Mstep: Class 21 contains 25253 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 4644.838379 but Gain 7913.343750 Score: -70446192.000000 Penalty: 134526.734375 Iteration 3F: 18 clusters Score -7.044619e+07 nChanged 90550 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 3837 members Mstep: Class 4 contains 30133 members Mstep: Class 5 contains 15031 members Mstep: Class 6 contains 13643 members Mstep: Class 7 contains 2647 members Mstep: Class 8 contains 29102 members Mstep: Class 10 contains 188776 members Mstep: Class 11 contains 29010 members Mstep: Class 13 contains 16908 members Mstep: Class 14 contains 7747 members Mstep: Class 15 contains 1258 members Mstep: Class 16 contains 14446 members Mstep: Class 17 contains 722 members Mstep: Class 19 contains 4164 members Mstep: Class 20 contains 8940 members Mstep: Class 21 contains 40619 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 3690.023682 but Gain 7913.328125 Score: -70608680.000000 Penalty: 126613.406250 Iteration 4F: 17 clusters Score -7.060868e+07 nChanged 63793 Entering Unmasked Mstep Mstep: Class 0 contains 192 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3681 members Mstep: Class 4 contains 29995 members Mstep: Class 5 contains 14204 members Mstep: Class 6 contains 15651 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 33283 members Mstep: Class 10 contains 179435 members Mstep: Class 11 contains 17294 members Mstep: Class 13 contains 18667 members Mstep: Class 14 contains 11456 members Mstep: Class 15 contains 1261 members Mstep: Class 16 contains 11349 members Mstep: Class 17 contains 730 members Mstep: Class 20 contains 5770 members Mstep: Class 21 contains 61431 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 7314.463867 but Gain 7913.343750 Score: -70712640.000000 Penalty: 118700.062500 Iteration 5F: 16 clusters Score -7.071264e+07 nChanged 49648 Entering Unmasked Mstep Mstep: Class 0 contains 176 members Mstep: Class 1 contains 1198 members Mstep: Class 4 contains 27674 members Mstep: Class 5 contains 13954 members Mstep: Class 6 contains 17441 members Mstep: Class 7 contains 2689 members Mstep: Class 8 contains 36658 members Mstep: Class 10 contains 161642 members Mstep: Class 11 contains 12697 members Mstep: Class 13 contains 19191 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 1270 members Mstep: Class 16 contains 9882 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 4117 members Mstep: Class 21 contains 84150 members Entering Unmasked Estep ConsiderDeletion Score: -70792216.000000 Penalty: 118700.062500 Iteration 6F: 16 clusters Score -7.079222e+07 nChanged 36606 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 1189 members Mstep: Class 4 contains 25722 members Mstep: Class 5 contains 14194 members Mstep: Class 6 contains 17151 members Mstep: Class 7 contains 2691 members Mstep: Class 8 contains 39453 members Mstep: Class 10 contains 144534 members Mstep: Class 11 contains 9556 members Mstep: Class 13 contains 18149 members Mstep: Class 14 contains 16974 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 9224 members Mstep: Class 17 contains 738 members Mstep: Class 20 contains 3025 members Mstep: Class 21 contains 104251 members Entering Unmasked Estep ConsiderDeletion Score: -70840880.000000 Penalty: 118700.062500 Iteration 7F: 16 clusters Score -7.084088e+07 nChanged 26548 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 1182 members Mstep: Class 4 contains 24582 members Mstep: Class 5 contains 14861 members Mstep: Class 6 contains 16529 members Mstep: Class 7 contains 2691 members Mstep: Class 8 contains 41087 members Mstep: Class 10 contains 131219 members Mstep: Class 11 contains 8168 members Mstep: Class 13 contains 16613 members Mstep: Class 14 contains 18326 members Mstep: Class 15 contains 1372 members Mstep: Class 16 contains 8892 members Mstep: Class 17 contains 738 members Mstep: Class 20 contains 2436 members Mstep: Class 21 contains 119528 members Entering Unmasked Estep ConsiderDeletion Score: -70869632.000000 Penalty: 118700.062500 Iteration 8F: 16 clusters Score -7.086963e+07 nChanged 20020 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1175 members Mstep: Class 4 contains 24005 members Mstep: Class 5 contains 15926 members Mstep: Class 6 contains 15775 members Mstep: Class 7 contains 2690 members Mstep: Class 8 contains 42118 members Mstep: Class 10 contains 120717 members Mstep: Class 11 contains 7582 members Mstep: Class 13 contains 15003 members Mstep: Class 14 contains 19541 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 8762 members Mstep: Class 17 contains 738 members Mstep: Class 20 contains 2125 members Mstep: Class 21 contains 130696 members Entering Unmasked Estep ConsiderDeletion Score: -70893712.000000 Penalty: 118700.062500 Iteration 9Q: 16 clusters Score -7.089371e+07 nChanged 15245 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1162 members Mstep: Class 4 contains 23756 members Mstep: Class 5 contains 17243 members Mstep: Class 6 contains 15105 members Mstep: Class 7 contains 2690 members Mstep: Class 8 contains 42830 members Mstep: Class 10 contains 112580 members Mstep: Class 11 contains 7261 members Mstep: Class 13 contains 13588 members Mstep: Class 14 contains 20757 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 8819 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1970 members Mstep: Class 21 contains 138355 members Entering Unmasked Estep ConsiderDeletion Score: -70915448.000000 Penalty: 118700.062500 Iteration 10Q: 16 clusters Score -7.091545e+07 nChanged 11032 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1152 members Mstep: Class 4 contains 23708 members Mstep: Class 5 contains 18480 members Mstep: Class 6 contains 14516 members Mstep: Class 7 contains 2692 members Mstep: Class 8 contains 43352 members Mstep: Class 10 contains 107113 members Mstep: Class 11 contains 7040 members Mstep: Class 13 contains 12461 members Mstep: Class 14 contains 21930 members Mstep: Class 15 contains 1373 members Mstep: Class 16 contains 8913 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1897 members Mstep: Class 21 contains 142863 members Entering Unmasked Estep ConsiderDeletion Score: -70930568.000000 Penalty: 118700.062500 Iteration 11Q: 16 clusters Score -7.093057e+07 nChanged 7280 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1139 members Mstep: Class 4 contains 23769 members Mstep: Class 5 contains 19555 members Mstep: Class 6 contains 14132 members Mstep: Class 7 contains 2693 members Mstep: Class 8 contains 43749 members Mstep: Class 10 contains 104224 members Mstep: Class 11 contains 6860 members Mstep: Class 13 contains 11492 members Mstep: Class 14 contains 22736 members Mstep: Class 15 contains 1373 members Mstep: Class 16 contains 9003 members Mstep: Class 17 contains 738 members Mstep: Class 20 contains 1843 members Mstep: Class 21 contains 144921 members Entering Unmasked Estep ConsiderDeletion Score: -70936768.000000 Penalty: 118700.062500 Iteration 12Q: 16 clusters Score -7.093677e+07 nChanged 4707 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1131 members Mstep: Class 4 contains 23815 members Mstep: Class 5 contains 20391 members Mstep: Class 6 contains 13879 members Mstep: Class 7 contains 2695 members Mstep: Class 8 contains 44064 members Mstep: Class 10 contains 102880 members Mstep: Class 11 contains 6710 members Mstep: Class 13 contains 10683 members Mstep: Class 14 contains 23104 members Mstep: Class 15 contains 1373 members Mstep: Class 16 contains 9037 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1804 members Mstep: Class 21 contains 145924 members Entering Unmasked Estep ConsiderDeletion Score: -70939216.000000 Penalty: 118700.062500 Iteration 13Q: 16 clusters Score -7.093922e+07 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1127 members Mstep: Class 4 contains 23886 members Mstep: Class 5 contains 21094 members Mstep: Class 6 contains 13645 members Mstep: Class 7 contains 2696 members Mstep: Class 8 contains 44343 members Mstep: Class 10 contains 102290 members Mstep: Class 11 contains 6557 members Mstep: Class 13 contains 10011 members Mstep: Class 14 contains 23306 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 9042 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1786 members Mstep: Class 21 contains 146332 members Entering Unmasked Estep ConsiderDeletion Score: -70940384.000000 Penalty: 118700.062500 Iteration 14Q: 16 clusters Score -7.094038e+07 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1123 members Mstep: Class 4 contains 23960 members Mstep: Class 5 contains 21669 members Mstep: Class 6 contains 13436 members Mstep: Class 7 contains 2696 members Mstep: Class 8 contains 44583 members Mstep: Class 10 contains 102052 members Mstep: Class 11 contains 6402 members Mstep: Class 13 contains 9456 members Mstep: Class 14 contains 23401 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 9042 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1778 members Mstep: Class 21 contains 146517 members Entering Unmasked Estep ConsiderDeletion Score: -70941472.000000 Penalty: 118700.062500 Iteration 15Q: 16 clusters Score -7.094147e+07 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1122 members Mstep: Class 4 contains 24015 members Mstep: Class 5 contains 22113 members Mstep: Class 6 contains 13259 members Mstep: Class 7 contains 2695 members Mstep: Class 8 contains 44756 members Mstep: Class 10 contains 101986 members Mstep: Class 11 contains 6240 members Mstep: Class 13 contains 9009 members Mstep: Class 14 contains 23449 members Mstep: Class 15 contains 1375 members Mstep: Class 16 contains 9027 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1773 members Mstep: Class 21 contains 146670 members Entering Unmasked Estep ConsiderDeletion Score: -70942200.000000 Penalty: 118700.062500 Iteration 16Q: 16 clusters Score -7.09422e+07 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1122 members Mstep: Class 4 contains 24063 members Mstep: Class 5 contains 22431 members Mstep: Class 6 contains 13111 members Mstep: Class 7 contains 2695 members Mstep: Class 8 contains 44917 members Mstep: Class 10 contains 101979 members Mstep: Class 11 contains 6084 members Mstep: Class 13 contains 8685 members Mstep: Class 14 contains 23470 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1775 members Mstep: Class 21 contains 146763 members Entering Unmasked Estep ConsiderDeletion Score: -70942512.000000 Penalty: 118700.062500 Iteration 17Q: 16 clusters Score -7.094251e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1123 members Mstep: Class 4 contains 24100 members Mstep: Class 5 contains 22729 members Mstep: Class 6 contains 12999 members Mstep: Class 7 contains 2694 members Mstep: Class 8 contains 45063 members Mstep: Class 10 contains 102014 members Mstep: Class 11 contains 5912 members Mstep: Class 13 contains 8416 members Mstep: Class 14 contains 23480 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 9001 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1776 members Mstep: Class 21 contains 146808 members Entering Unmasked Estep ConsiderDeletion Score: -70942840.000000 Penalty: 118700.062500 Iteration 18Q: 16 clusters Score -7.094284e+07 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1123 members Mstep: Class 4 contains 24130 members Mstep: Class 5 contains 22949 members Mstep: Class 6 contains 12913 members Mstep: Class 7 contains 2693 members Mstep: Class 8 contains 45194 members Mstep: Class 10 contains 102035 members Mstep: Class 11 contains 5765 members Mstep: Class 13 contains 8183 members Mstep: Class 14 contains 23490 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 8993 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1779 members Mstep: Class 21 contains 146868 members Entering Unmasked Estep ConsiderDeletion Score: -70943184.000000 Penalty: 118700.062500 Iteration 19Q: 16 clusters Score -7.094318e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1121 members Mstep: Class 4 contains 24153 members Mstep: Class 5 contains 23148 members Mstep: Class 6 contains 12852 members Mstep: Class 7 contains 2692 members Mstep: Class 8 contains 45318 members Mstep: Class 10 contains 102050 members Mstep: Class 11 contains 5591 members Mstep: Class 13 contains 7981 members Mstep: Class 14 contains 23494 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 8987 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1783 members Mstep: Class 21 contains 146945 members Entering Unmasked Estep ConsiderDeletion Score: -70943536.000000 Penalty: 118700.062500 Iteration 20F: 16 clusters Score -7.094354e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1121 members Mstep: Class 4 contains 24143 members Mstep: Class 5 contains 23344 members Mstep: Class 6 contains 12760 members Mstep: Class 7 contains 2689 members Mstep: Class 8 contains 45430 members Mstep: Class 10 contains 102060 members Mstep: Class 11 contains 5469 members Mstep: Class 13 contains 7824 members Mstep: Class 14 contains 23495 members Mstep: Class 15 contains 1370 members Mstep: Class 16 contains 8972 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1796 members Mstep: Class 21 contains 147016 members Entering Unmasked Estep ConsiderDeletion Score: -70943736.000000 Penalty: 118700.062500 Iteration 21Q: 16 clusters Score -7.094374e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1121 members Mstep: Class 4 contains 24158 members Mstep: Class 5 contains 23539 members Mstep: Class 6 contains 12695 members Mstep: Class 7 contains 2688 members Mstep: Class 8 contains 45537 members Mstep: Class 10 contains 102072 members Mstep: Class 11 contains 5299 members Mstep: Class 13 contains 7692 members Mstep: Class 14 contains 23493 members Mstep: Class 15 contains 1366 members Mstep: Class 16 contains 8968 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1810 members Mstep: Class 21 contains 147051 members Entering Unmasked Estep ConsiderDeletion Score: -70944024.000000 Penalty: 118700.062500 Iteration 22Q: 16 clusters Score -7.094402e+07 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1121 members Mstep: Class 4 contains 24182 members Mstep: Class 5 contains 23733 members Mstep: Class 6 contains 12643 members Mstep: Class 7 contains 2687 members Mstep: Class 8 contains 45644 members Mstep: Class 10 contains 102076 members Mstep: Class 11 contains 5130 members Mstep: Class 13 contains 7586 members Mstep: Class 14 contains 23492 members Mstep: Class 15 contains 1363 members Mstep: Class 16 contains 8958 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1820 members Mstep: Class 21 contains 147054 members Entering Unmasked Estep ConsiderDeletion Score: -70944224.000000 Penalty: 118700.062500 Iteration 23Q: 16 clusters Score -7.094422e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1121 members Mstep: Class 4 contains 24197 members Mstep: Class 5 contains 23925 members Mstep: Class 6 contains 12583 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 45735 members Mstep: Class 10 contains 102086 members Mstep: Class 11 contains 4973 members Mstep: Class 13 contains 7482 members Mstep: Class 14 contains 23485 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8952 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1824 members Mstep: Class 21 contains 147081 members Entering Unmasked Estep ConsiderDeletion Score: -70944464.000000 Penalty: 118700.062500 Iteration 24Q: 16 clusters Score -7.094446e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24190 members Mstep: Class 5 contains 24109 members Mstep: Class 6 contains 12551 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 45830 members Mstep: Class 10 contains 102091 members Mstep: Class 11 contains 4801 members Mstep: Class 13 contains 7370 members Mstep: Class 14 contains 23487 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8948 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 147122 members Entering Unmasked Estep ConsiderDeletion Score: -70944736.000000 Penalty: 118700.062500 Iteration 25Q: 16 clusters Score -7.094474e+07 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24194 members Mstep: Class 5 contains 24313 members Mstep: Class 6 contains 12496 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 45909 members Mstep: Class 10 contains 102096 members Mstep: Class 11 contains 4640 members Mstep: Class 13 contains 7265 members Mstep: Class 14 contains 23482 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8948 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1826 members Mstep: Class 21 contains 147156 members Entering Unmasked Estep ConsiderDeletion Score: -70944864.000000 Penalty: 118700.062500 Iteration 26Q: 16 clusters Score -7.094486e+07 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24197 members Mstep: Class 5 contains 24483 members Mstep: Class 6 contains 12445 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 45975 members Mstep: Class 10 contains 102095 members Mstep: Class 11 contains 4511 members Mstep: Class 13 contains 7169 members Mstep: Class 14 contains 23477 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8949 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1826 members Mstep: Class 21 contains 147198 members Entering Unmasked Estep ConsiderDeletion Score: -70944880.000000 Penalty: 118700.062500 Iteration 27Q: 16 clusters Score -7.094488e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24196 members Mstep: Class 5 contains 24673 members Mstep: Class 6 contains 12410 members Mstep: Class 7 contains 2684 members Mstep: Class 8 contains 46029 members Mstep: Class 10 contains 102101 members Mstep: Class 11 contains 4413 members Mstep: Class 13 contains 7040 members Mstep: Class 14 contains 23476 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8949 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1826 members Mstep: Class 21 contains 147212 members Entering Unmasked Estep ConsiderDeletion Score: -70945176.000000 Penalty: 118700.062500 Iteration 28Q: 16 clusters Score -7.094518e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24200 members Mstep: Class 5 contains 24905 members Mstep: Class 6 contains 12390 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46065 members Mstep: Class 10 contains 102107 members Mstep: Class 11 contains 4340 members Mstep: Class 13 contains 6861 members Mstep: Class 14 contains 23470 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8953 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1826 members Mstep: Class 21 contains 147209 members Entering Unmasked Estep ConsiderDeletion Score: -70945688.000000 Penalty: 118700.062500 Iteration 29Q: 16 clusters Score -7.094569e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24206 members Mstep: Class 5 contains 25209 members Mstep: Class 6 contains 12371 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46089 members Mstep: Class 10 contains 102131 members Mstep: Class 11 contains 4274 members Mstep: Class 13 contains 6566 members Mstep: Class 14 contains 23469 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8968 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1828 members Mstep: Class 21 contains 147215 members Entering Unmasked Estep ConsiderDeletion Score: -70946800.000000 Penalty: 118700.062500 Iteration 30Q: 16 clusters Score -7.09468e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24206 members Mstep: Class 5 contains 25429 members Mstep: Class 6 contains 12361 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46103 members Mstep: Class 10 contains 102183 members Mstep: Class 11 contains 4211 members Mstep: Class 13 contains 6330 members Mstep: Class 14 contains 23467 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8976 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1827 members Mstep: Class 21 contains 147233 members Entering Unmasked Estep ConsiderDeletion Score: -70948120.000000 Penalty: 118700.062500 Iteration 31Q: 16 clusters Score -7.094812e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1119 members Mstep: Class 4 contains 24209 members Mstep: Class 5 contains 25553 members Mstep: Class 6 contains 12332 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46126 members Mstep: Class 10 contains 102225 members Mstep: Class 11 contains 4140 members Mstep: Class 13 contains 6210 members Mstep: Class 14 contains 23467 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8984 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1828 members Mstep: Class 21 contains 147252 members Entering Unmasked Estep ConsiderDeletion Score: -70948232.000000 Penalty: 118700.062500 Iteration 32Q: 16 clusters Score -7.094823e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24213 members Mstep: Class 5 contains 25630 members Mstep: Class 6 contains 12283 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46145 members Mstep: Class 10 contains 102242 members Mstep: Class 11 contains 4082 members Mstep: Class 13 contains 6176 members Mstep: Class 14 contains 23467 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8986 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1829 members Mstep: Class 21 contains 147272 members Entering Unmasked Estep ConsiderDeletion Score: -70948200.000000 Penalty: 118700.062500 Iteration 33Q: 16 clusters Score -7.09482e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24211 members Mstep: Class 5 contains 25686 members Mstep: Class 6 contains 12244 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46163 members Mstep: Class 10 contains 102241 members Mstep: Class 11 contains 4021 members Mstep: Class 13 contains 6166 members Mstep: Class 14 contains 23471 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8985 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1830 members Mstep: Class 21 contains 147307 members Entering Unmasked Estep ConsiderDeletion Score: -70948224.000000 Penalty: 118700.062500 Iteration 34Q: 16 clusters Score -7.094822e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24215 members Mstep: Class 5 contains 25725 members Mstep: Class 6 contains 12214 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46177 members Mstep: Class 10 contains 102236 members Mstep: Class 11 contains 3991 members Mstep: Class 13 contains 6164 members Mstep: Class 14 contains 23475 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8983 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1829 members Mstep: Class 21 contains 147316 members Entering Unmasked Estep ConsiderDeletion Score: -70948240.000000 Penalty: 118700.062500 Iteration 35Q: 16 clusters Score -7.094824e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24221 members Mstep: Class 5 contains 25751 members Mstep: Class 6 contains 12192 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46185 members Mstep: Class 10 contains 102233 members Mstep: Class 11 contains 3966 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 23473 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8980 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1828 members Mstep: Class 21 contains 147333 members Entering Unmasked Estep ConsiderDeletion Score: -70948248.000000 Penalty: 118700.062500 Iteration 36Q: 16 clusters Score -7.094825e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24225 members Mstep: Class 5 contains 25767 members Mstep: Class 6 contains 12169 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46194 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3948 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 23475 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8976 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1828 members Mstep: Class 21 contains 147345 members Entering Unmasked Estep ConsiderDeletion Score: -70948288.000000 Penalty: 118700.062500 Iteration 37Q: 16 clusters Score -7.094829e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25777 members Mstep: Class 6 contains 12166 members Mstep: Class 7 contains 2683 members Mstep: Class 8 contains 46202 members Mstep: Class 10 contains 102233 members Mstep: Class 11 contains 3920 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 23473 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8972 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1828 members Mstep: Class 21 contains 147359 members Entering Unmasked Estep ConsiderDeletion Score: -70948224.000000 Penalty: 118700.062500 Iteration 38Q: 16 clusters Score -7.094822e+07 nChanged 76 Entering ConstructFrom: Score: -70948224.000000 Penalty: 118700.062500 Entering ConstructFrom: Trying to split cluster 1 (1120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Entering Unmasked Estep Score: -179998.546875 Penalty: 4300.414062 Iteration 0F: 2 clusters Score -179998.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -176051.203125 Penalty: 8600.828125 Iteration 0F: 3 clusters Score -176051.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -176545.484375 Penalty: 8600.828125 Iteration 1F: 3 clusters Score -176545.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -176686.031250 Penalty: 8600.828125 Iteration 2F: 3 clusters Score -176686 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -176773.218750 Penalty: 8600.828125 Iteration 3Q: 3 clusters Score -176773.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -176823.718750 Penalty: 8600.828125 Iteration 4Q: 3 clusters Score -176823.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -176850.859375 Penalty: 8600.828125 Iteration 5Q: 3 clusters Score -176850.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -176916.765625 Penalty: 8600.828125 Iteration 6Q: 3 clusters Score -176916.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -177003.453125 Penalty: 8600.828125 Iteration 7Q: 3 clusters Score -177003.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -177098.218750 Penalty: 8600.828125 Iteration 8Q: 3 clusters Score -177098.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -177185.859375 Penalty: 8600.828125 Iteration 9Q: 3 clusters Score -177185.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -177336.203125 Penalty: 8600.828125 Iteration 10Q: 3 clusters Score -177336.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -177414.515625 Penalty: 8600.828125 Iteration 11Q: 3 clusters Score -177414.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -177533.609375 Penalty: 8600.828125 Iteration 12Q: 3 clusters Score -177533.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -177673.140625 Penalty: 8600.828125 Iteration 13Q: 3 clusters Score -177673.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -177833.906250 Penalty: 8600.828125 Iteration 14Q: 3 clusters Score -177833.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -177952.593750 Penalty: 8600.828125 Iteration 15Q: 3 clusters Score -177952.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -178117.625000 Penalty: 8600.828125 Iteration 16Q: 3 clusters Score -178117.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -178382.343750 Penalty: 8600.828125 Iteration 17Q: 3 clusters Score -178382.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -178537.000000 Penalty: 8600.828125 Iteration 18Q: 3 clusters Score -178537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -178592.593750 Penalty: 8600.828125 Iteration 19Q: 3 clusters Score -178592.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -178670.125000 Penalty: 8600.828125 Iteration 20F: 3 clusters Score -178670.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -178777.375000 Penalty: 8600.828125 Iteration 21Q: 3 clusters Score -178777.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -178797.609375 Penalty: 8600.828125 Iteration 22Q: 3 clusters Score -178797.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -178804.562500 Penalty: 8600.828125 Iteration 23Q: 3 clusters Score -178804.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -178818.046875 Penalty: 8600.828125 Iteration 24Q: 3 clusters Score -178818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -178826.437500 Penalty: 8600.828125 Iteration 25Q: 3 clusters Score -178826.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -178836.140625 Penalty: 8600.828125 Iteration 26Q: 3 clusters Score -178836.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -178839.718750 Penalty: 8600.828125 Iteration 27Q: 3 clusters Score -178839.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -178839.718750 Penalty: 8600.828125 Iteration 28F: 3 clusters Score -178839.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (24232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24232 members Entering Unmasked Estep Score: -4169148.250000 Penalty: 6183.450684 Iteration 0F: 2 clusters Score -4169148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -4149951.000000 Penalty: 12366.901367 Iteration 0F: 3 clusters Score -4149951 nChanged 10063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -4155492.000000 Penalty: 12366.901367 Iteration 1F: 3 clusters Score -4155492 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 12862 members Entering Unmasked Estep Score: -4156337.500000 Penalty: 12366.901367 Iteration 2F: 3 clusters Score -4156338 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -4157527.500000 Penalty: 12366.901367 Iteration 3F: 3 clusters Score -4157528 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -4159333.500000 Penalty: 12366.901367 Iteration 4F: 3 clusters Score -4159334 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -4160941.250000 Penalty: 12366.901367 Iteration 5F: 3 clusters Score -4160941 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -4162199.250000 Penalty: 12366.901367 Iteration 6F: 3 clusters Score -4162199 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 16045 members Entering Unmasked Estep Score: -4163291.500000 Penalty: 12366.901367 Iteration 7F: 3 clusters Score -4163292 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 17156 members Entering Unmasked Estep Score: -4164308.500000 Penalty: 12366.901367 Iteration 8F: 3 clusters Score -4164308 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -4165365.500000 Penalty: 12366.901367 Iteration 9F: 3 clusters Score -4165366 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -4166328.750000 Penalty: 12366.901367 Iteration 10Q: 3 clusters Score -4166329 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 20327 members Entering Unmasked Estep Score: -4167185.500000 Penalty: 12366.901367 Iteration 11Q: 3 clusters Score -4167186 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 21033 members Entering Unmasked Estep Score: -4167752.500000 Penalty: 12366.901367 Iteration 12Q: 3 clusters Score -4167752 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -4168114.000000 Penalty: 12366.901367 Iteration 13Q: 3 clusters Score -4168114 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 21742 members Entering Unmasked Estep Score: -4168296.750000 Penalty: 12366.901367 Iteration 14Q: 3 clusters Score -4168297 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 21876 members Entering Unmasked Estep Score: -4168394.250000 Penalty: 12366.901367 Iteration 15Q: 3 clusters Score -4168394 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 21964 members Entering Unmasked Estep Score: -4168457.250000 Penalty: 12366.901367 Iteration 16Q: 3 clusters Score -4168457 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 22022 members Entering Unmasked Estep Score: -4168486.250000 Penalty: 12366.901367 Iteration 17Q: 3 clusters Score -4168486 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -4168503.000000 Penalty: 12366.901367 Iteration 18Q: 3 clusters Score -4168503 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 22105 members Entering Unmasked Estep Score: -4168530.250000 Penalty: 12366.901367 Iteration 19Q: 3 clusters Score -4168530 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -4168559.250000 Penalty: 12366.901367 Iteration 20F: 3 clusters Score -4168559 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 22168 members Entering Unmasked Estep Score: -4168568.750000 Penalty: 12366.901367 Iteration 21Q: 3 clusters Score -4168569 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 22198 members Entering Unmasked Estep Score: -4168596.750000 Penalty: 12366.901367 Iteration 22Q: 3 clusters Score -4168597 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 22214 members Entering Unmasked Estep Score: -4168607.750000 Penalty: 12366.901367 Iteration 23Q: 3 clusters Score -4168608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 22228 members Entering Unmasked Estep Score: -4168615.750000 Penalty: 12366.901367 Iteration 24Q: 3 clusters Score -4168616 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -4168629.750000 Penalty: 12366.901367 Iteration 25Q: 3 clusters Score -4168630 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 22266 members Entering Unmasked Estep Score: -4168648.250000 Penalty: 12366.901367 Iteration 26Q: 3 clusters Score -4168648 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 22282 members Entering Unmasked Estep Score: -4168658.500000 Penalty: 12366.901367 Iteration 27Q: 3 clusters Score -4168658 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 22294 members Entering Unmasked Estep Score: -4168670.000000 Penalty: 12366.901367 Iteration 28Q: 3 clusters Score -4168670 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 22308 members Entering Unmasked Estep Score: -4168681.000000 Penalty: 12366.901367 Iteration 29Q: 3 clusters Score -4168681 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 22322 members Entering Unmasked Estep Score: -4168698.750000 Penalty: 12366.901367 Iteration 30Q: 3 clusters Score -4168699 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 22334 members Entering Unmasked Estep Score: -4168701.500000 Penalty: 12366.901367 Iteration 31Q: 3 clusters Score -4168702 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 22346 members Entering Unmasked Estep Score: -4168705.500000 Penalty: 12366.901367 Iteration 32Q: 3 clusters Score -4168706 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 22360 members Entering Unmasked Estep Score: -4168719.250000 Penalty: 12366.901367 Iteration 33Q: 3 clusters Score -4168719 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 22373 members Entering Unmasked Estep Score: -4168739.000000 Penalty: 12366.901367 Iteration 34Q: 3 clusters Score -4168739 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -4168747.500000 Penalty: 12366.901367 Iteration 35Q: 3 clusters Score -4168748 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -4168744.000000 Penalty: 12366.901367 Iteration 36Q: 3 clusters Score -4168744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 22390 members Entering Unmasked Estep Score: -4168750.500000 Penalty: 12366.901367 Iteration 37Q: 3 clusters Score -4168750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 22390 members Entering Unmasked Estep Score: -4168750.500000 Penalty: 12366.901367 Iteration 38F: 3 clusters Score -4168750 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (25798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25798 members Entering Unmasked Estep Score: -4502043.000000 Penalty: 6221.807129 Iteration 0F: 2 clusters Score -4502043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -4481951.500000 Penalty: 12443.614258 Iteration 0F: 3 clusters Score -4481952 nChanged 10842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 12391 members Entering Unmasked Estep Score: -4487910.000000 Penalty: 12443.614258 Iteration 1F: 3 clusters Score -4487910 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13743 members Mstep: Class 2 contains 12055 members Entering Unmasked Estep Score: -4489401.000000 Penalty: 12443.614258 Iteration 2F: 3 clusters Score -4489401 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14356 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -4490742.000000 Penalty: 12443.614258 Iteration 3F: 3 clusters Score -4490742 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -4492002.000000 Penalty: 12443.614258 Iteration 4F: 3 clusters Score -4492002 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -4493256.500000 Penalty: 12443.614258 Iteration 5F: 3 clusters Score -4493256 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17567 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -4494596.000000 Penalty: 12443.614258 Iteration 6F: 3 clusters Score -4494596 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18815 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -4495980.500000 Penalty: 12443.614258 Iteration 7F: 3 clusters Score -4495980 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -4497257.000000 Penalty: 12443.614258 Iteration 8F: 3 clusters Score -4497257 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21016 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -4498325.500000 Penalty: 12443.614258 Iteration 9Q: 3 clusters Score -4498326 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -4499129.000000 Penalty: 12443.614258 Iteration 10Q: 3 clusters Score -4499129 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22305 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -4499650.000000 Penalty: 12443.614258 Iteration 11Q: 3 clusters Score -4499650 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -4500048.500000 Penalty: 12443.614258 Iteration 12Q: 3 clusters Score -4500048 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22922 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -4500339.000000 Penalty: 12443.614258 Iteration 13Q: 3 clusters Score -4500339 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23127 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -4500649.000000 Penalty: 12443.614258 Iteration 14Q: 3 clusters Score -4500649 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23288 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -4500933.500000 Penalty: 12443.614258 Iteration 15Q: 3 clusters Score -4500934 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -4501038.500000 Penalty: 12443.614258 Iteration 16Q: 3 clusters Score -4501038 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23439 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -4501077.000000 Penalty: 12443.614258 Iteration 17Q: 3 clusters Score -4501077 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -4501091.500000 Penalty: 12443.614258 Iteration 18Q: 3 clusters Score -4501092 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23497 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -4501095.500000 Penalty: 12443.614258 Iteration 19Q: 3 clusters Score -4501096 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23511 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -4501106.000000 Penalty: 12443.614258 Iteration 20F: 3 clusters Score -4501106 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23522 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -4501112.000000 Penalty: 12443.614258 Iteration 21Q: 3 clusters Score -4501112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -4501104.500000 Penalty: 12443.614258 Iteration 22Q: 3 clusters Score -4501104 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23541 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -4501112.500000 Penalty: 12443.614258 Iteration 23Q: 3 clusters Score -4501112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -4501112.500000 Penalty: 12443.614258 Iteration 24Q: 3 clusters Score -4501112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -4501113.500000 Penalty: 12443.614258 Iteration 25Q: 3 clusters Score -4501114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -4501113.500000 Penalty: 12443.614258 Iteration 26F: 3 clusters Score -4501114 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Entering Unmasked Estep Score: -2029951.250000 Penalty: 5760.614258 Iteration 0F: 2 clusters Score -2029951 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -2018376.875000 Penalty: 11521.228516 Iteration 0F: 3 clusters Score -2018377 nChanged 4677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -2021039.000000 Penalty: 11521.228516 Iteration 1F: 3 clusters Score -2021039 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -2021688.000000 Penalty: 11521.228516 Iteration 2F: 3 clusters Score -2021688 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -2022254.875000 Penalty: 11521.228516 Iteration 3F: 3 clusters Score -2022255 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -2022759.875000 Penalty: 11521.228516 Iteration 4F: 3 clusters Score -2022760 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -2023218.125000 Penalty: 11521.228516 Iteration 5F: 3 clusters Score -2023218 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2023597.250000 Penalty: 11521.228516 Iteration 6Q: 3 clusters Score -2023597 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -2023932.000000 Penalty: 11521.228516 Iteration 7Q: 3 clusters Score -2023932 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -2024227.250000 Penalty: 11521.228516 Iteration 8Q: 3 clusters Score -2024227 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -2024508.250000 Penalty: 11521.228516 Iteration 9Q: 3 clusters Score -2024508 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -2024788.875000 Penalty: 11521.228516 Iteration 10Q: 3 clusters Score -2024789 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -2025046.125000 Penalty: 11521.228516 Iteration 11Q: 3 clusters Score -2025046 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -2025292.750000 Penalty: 11521.228516 Iteration 12Q: 3 clusters Score -2025293 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -2025499.625000 Penalty: 11521.228516 Iteration 13Q: 3 clusters Score -2025500 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -2025691.500000 Penalty: 11521.228516 Iteration 14Q: 3 clusters Score -2025692 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -2025852.250000 Penalty: 11521.228516 Iteration 15Q: 3 clusters Score -2025852 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -2025980.000000 Penalty: 11521.228516 Iteration 16Q: 3 clusters Score -2025980 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -2026075.125000 Penalty: 11521.228516 Iteration 17Q: 3 clusters Score -2026075 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -2026151.750000 Penalty: 11521.228516 Iteration 18Q: 3 clusters Score -2026152 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -2026198.500000 Penalty: 11521.228516 Iteration 19Q: 3 clusters Score -2026198 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -2026235.125000 Penalty: 11521.228516 Iteration 20F: 3 clusters Score -2026235 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -2026267.000000 Penalty: 11521.228516 Iteration 21Q: 3 clusters Score -2026267 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -2026286.125000 Penalty: 11521.228516 Iteration 22Q: 3 clusters Score -2026286 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -2026306.500000 Penalty: 11521.228516 Iteration 23Q: 3 clusters Score -2026306 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -2026319.000000 Penalty: 11521.228516 Iteration 24Q: 3 clusters Score -2026319 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -2026330.375000 Penalty: 11521.228516 Iteration 25Q: 3 clusters Score -2026330 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -2026339.750000 Penalty: 11521.228516 Iteration 26Q: 3 clusters Score -2026340 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -2026351.750000 Penalty: 11521.228516 Iteration 27Q: 3 clusters Score -2026352 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -2026358.375000 Penalty: 11521.228516 Iteration 28Q: 3 clusters Score -2026358 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -2026361.750000 Penalty: 11521.228516 Iteration 29Q: 3 clusters Score -2026362 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -2026368.375000 Penalty: 11521.228516 Iteration 30Q: 3 clusters Score -2026368 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -2026380.625000 Penalty: 11521.228516 Iteration 31Q: 3 clusters Score -2026381 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -2026390.750000 Penalty: 11521.228516 Iteration 32Q: 3 clusters Score -2026391 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -2026393.125000 Penalty: 11521.228516 Iteration 33Q: 3 clusters Score -2026393 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -2026395.500000 Penalty: 11521.228516 Iteration 34Q: 3 clusters Score -2026396 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -2026395.625000 Penalty: 11521.228516 Iteration 35Q: 3 clusters Score -2026396 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -2026406.500000 Penalty: 11521.228516 Iteration 36Q: 3 clusters Score -2026406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -2026405.125000 Penalty: 11521.228516 Iteration 37Q: 3 clusters Score -2026405 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -2026409.625000 Penalty: 11521.228516 Iteration 38Q: 3 clusters Score -2026410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -2026405.125000 Penalty: 11521.228516 Iteration 39Q: 3 clusters Score -2026405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -2026408.000000 Penalty: 11521.228516 Iteration 40F: 3 clusters Score -2026408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -2026407.250000 Penalty: 11521.228516 Iteration 41Q: 3 clusters Score -2026407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -2026407.250000 Penalty: 11521.228516 Iteration 42Q: 3 clusters Score -2026407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -2026407.250000 Penalty: 11521.228516 Iteration 43Q: 3 clusters Score -2026407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -2026407.250000 Penalty: 11521.228516 Iteration 44F: 3 clusters Score -2026407 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Entering Unmasked Estep Score: -384027.062500 Penalty: 4835.498047 Iteration 0F: 2 clusters Score -384027.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -379027.125000 Penalty: 9670.996094 Iteration 0F: 3 clusters Score -379027.1 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -383753.562500 Penalty: 9670.996094 Iteration 1F: 3 clusters Score -383753.6 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -388615.937500 Penalty: 9670.996094 Iteration 2F: 3 clusters Score -388615.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -390271.781250 Penalty: 9670.996094 Iteration 3F: 3 clusters Score -390271.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -390895.500000 Penalty: 9670.996094 Iteration 4Q: 3 clusters Score -390895.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -391757.843750 Penalty: 9670.996094 Iteration 5Q: 3 clusters Score -391757.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -392981.531250 Penalty: 9670.996094 Iteration 6Q: 3 clusters Score -392981.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -393211.156250 Penalty: 9670.996094 Iteration 7Q: 3 clusters Score -393211.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -393306.093750 Penalty: 9670.996094 Iteration 8Q: 3 clusters Score -393306.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -393524.281250 Penalty: 9670.996094 Iteration 9Q: 3 clusters Score -393524.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -394051.375000 Penalty: 9670.996094 Iteration 10Q: 3 clusters Score -394051.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -394515.500000 Penalty: 9670.996094 Iteration 11Q: 3 clusters Score -394515.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -394539.843750 Penalty: 9670.996094 Iteration 12Q: 3 clusters Score -394539.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -394539.843750 Penalty: 9670.996094 Iteration 13F: 3 clusters Score -394539.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1072 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25798 members Mstep: Class 6 contains 12150 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46208 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3901 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 23473 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1827 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep Score: -70955648.000000 Penalty: 126613.406250 Splitting cluster 7 changes total score from -70948224.000000 to -70955648.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 8 (46208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46208 members Entering Unmasked Estep Score: -8204698.500000 Penalty: 6578.806641 Iteration 0F: 2 clusters Score -8204698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23058 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -8171590.000000 Penalty: 13157.613281 Iteration 0F: 3 clusters Score -8171590 nChanged 20309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -8182362.000000 Penalty: 13157.613281 Iteration 1F: 3 clusters Score -8182362 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23249 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -8183360.500000 Penalty: 13157.613281 Iteration 2F: 3 clusters Score -8183360 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23485 members Mstep: Class 2 contains 22723 members Entering Unmasked Estep Score: -8184334.000000 Penalty: 13157.613281 Iteration 3Q: 3 clusters Score -8184334 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 22362 members Entering Unmasked Estep Score: -8185569.500000 Penalty: 13157.613281 Iteration 4Q: 3 clusters Score -8185570 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 21896 members Entering Unmasked Estep Score: -8187279.500000 Penalty: 13157.613281 Iteration 5F: 3 clusters Score -8187280 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24874 members Mstep: Class 2 contains 21334 members Entering Unmasked Estep Score: -8189377.500000 Penalty: 13157.613281 Iteration 6F: 3 clusters Score -8189378 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25535 members Mstep: Class 2 contains 20673 members Entering Unmasked Estep Score: -8191443.000000 Penalty: 13157.613281 Iteration 7F: 3 clusters Score -8191443 nChanged 2860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26071 members Mstep: Class 2 contains 20137 members Entering Unmasked Estep Score: -8193304.000000 Penalty: 13157.613281 Iteration 8F: 3 clusters Score -8193304 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26298 members Mstep: Class 2 contains 19910 members Entering Unmasked Estep Score: -8194500.000000 Penalty: 13157.613281 Iteration 9F: 3 clusters Score -8194500 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26353 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -8195150.000000 Penalty: 13157.613281 Iteration 10Q: 3 clusters Score -8195150 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26315 members Mstep: Class 2 contains 19893 members Entering Unmasked Estep Score: -8195454.000000 Penalty: 13157.613281 Iteration 11Q: 3 clusters Score -8195454 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 19905 members Entering Unmasked Estep Score: -8195660.500000 Penalty: 13157.613281 Iteration 12Q: 3 clusters Score -8195660 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26234 members Mstep: Class 2 contains 19974 members Entering Unmasked Estep Score: -8195793.000000 Penalty: 13157.613281 Iteration 13Q: 3 clusters Score -8195793 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26155 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -8195838.500000 Penalty: 13157.613281 Iteration 14Q: 3 clusters Score -8195838 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26035 members Mstep: Class 2 contains 20173 members Entering Unmasked Estep Score: -8195891.500000 Penalty: 13157.613281 Iteration 15Q: 3 clusters Score -8195892 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25924 members Mstep: Class 2 contains 20284 members Entering Unmasked Estep Score: -8195930.000000 Penalty: 13157.613281 Iteration 16Q: 3 clusters Score -8195930 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25835 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -8195937.500000 Penalty: 13157.613281 Iteration 17Q: 3 clusters Score -8195938 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -8195955.500000 Penalty: 13157.613281 Iteration 18Q: 3 clusters Score -8195956 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25717 members Mstep: Class 2 contains 20491 members Entering Unmasked Estep Score: -8195972.500000 Penalty: 13157.613281 Iteration 19Q: 3 clusters Score -8195972 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25663 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -8195957.500000 Penalty: 13157.613281 Iteration 20F: 3 clusters Score -8195958 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25614 members Mstep: Class 2 contains 20594 members Entering Unmasked Estep Score: -8195958.500000 Penalty: 13157.613281 Iteration 21Q: 3 clusters Score -8195958 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 20646 members Entering Unmasked Estep Score: -8195963.000000 Penalty: 13157.613281 Iteration 22Q: 3 clusters Score -8195963 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25513 members Mstep: Class 2 contains 20695 members Entering Unmasked Estep Score: -8195966.000000 Penalty: 13157.613281 Iteration 23Q: 3 clusters Score -8195966 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25467 members Mstep: Class 2 contains 20741 members Entering Unmasked Estep Score: -8195966.000000 Penalty: 13157.613281 Iteration 24Q: 3 clusters Score -8195966 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25427 members Mstep: Class 2 contains 20781 members Entering Unmasked Estep Score: -8195966.000000 Penalty: 13157.613281 Iteration 25Q: 3 clusters Score -8195966 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25392 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -8195987.500000 Penalty: 13157.613281 Iteration 26Q: 3 clusters Score -8195988 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 20852 members Entering Unmasked Estep Score: -8195990.000000 Penalty: 13157.613281 Iteration 27Q: 3 clusters Score -8195990 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 20891 members Entering Unmasked Estep Score: -8195976.000000 Penalty: 13157.613281 Iteration 28Q: 3 clusters Score -8195976 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25290 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -8195968.000000 Penalty: 13157.613281 Iteration 29Q: 3 clusters Score -8195968 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25264 members Mstep: Class 2 contains 20944 members Entering Unmasked Estep Score: -8195984.000000 Penalty: 13157.613281 Iteration 30Q: 3 clusters Score -8195984 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25234 members Mstep: Class 2 contains 20974 members Entering Unmasked Estep Score: -8195990.000000 Penalty: 13157.613281 Iteration 31Q: 3 clusters Score -8195990 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 21006 members Entering Unmasked Estep Score: -8195999.500000 Penalty: 13157.613281 Iteration 32Q: 3 clusters Score -8196000 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25151 members Mstep: Class 2 contains 21057 members Entering Unmasked Estep Score: -8195998.000000 Penalty: 13157.613281 Iteration 33Q: 3 clusters Score -8195998 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25096 members Mstep: Class 2 contains 21112 members Entering Unmasked Estep Score: -8196018.500000 Penalty: 13157.613281 Iteration 34Q: 3 clusters Score -8196018 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25048 members Mstep: Class 2 contains 21160 members Entering Unmasked Estep Score: -8196031.000000 Penalty: 13157.613281 Iteration 35Q: 3 clusters Score -8196031 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24995 members Mstep: Class 2 contains 21213 members Entering Unmasked Estep Score: -8196020.000000 Penalty: 13157.613281 Iteration 36Q: 3 clusters Score -8196020 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24942 members Mstep: Class 2 contains 21266 members Entering Unmasked Estep Score: -8196017.500000 Penalty: 13157.613281 Iteration 37Q: 3 clusters Score -8196018 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24882 members Mstep: Class 2 contains 21326 members Entering Unmasked Estep Score: -8196038.000000 Penalty: 13157.613281 Iteration 38Q: 3 clusters Score -8196038 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24823 members Mstep: Class 2 contains 21385 members Entering Unmasked Estep Score: -8196057.500000 Penalty: 13157.613281 Iteration 39Q: 3 clusters Score -8196058 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24746 members Mstep: Class 2 contains 21462 members Entering Unmasked Estep Score: -8196059.500000 Penalty: 13157.613281 Iteration 40F: 3 clusters Score -8196060 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24676 members Mstep: Class 2 contains 21532 members Entering Unmasked Estep Score: -8196051.000000 Penalty: 13157.613281 Iteration 41Q: 3 clusters Score -8196051 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24622 members Mstep: Class 2 contains 21586 members Entering Unmasked Estep Score: -8196086.000000 Penalty: 13157.613281 Iteration 42Q: 3 clusters Score -8196086 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Mstep: Class 2 contains 21644 members Entering Unmasked Estep Score: -8196083.500000 Penalty: 13157.613281 Iteration 43Q: 3 clusters Score -8196084 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24503 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -8196093.500000 Penalty: 13157.613281 Iteration 44Q: 3 clusters Score -8196094 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24451 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -8196082.500000 Penalty: 13157.613281 Iteration 45Q: 3 clusters Score -8196082 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24395 members Mstep: Class 2 contains 21813 members Entering Unmasked Estep Score: -8196102.000000 Penalty: 13157.613281 Iteration 46Q: 3 clusters Score -8196102 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24339 members Mstep: Class 2 contains 21869 members Entering Unmasked Estep Score: -8196112.500000 Penalty: 13157.613281 Iteration 47Q: 3 clusters Score -8196112 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24283 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -8196094.500000 Penalty: 13157.613281 Iteration 48Q: 3 clusters Score -8196094 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24228 members Mstep: Class 2 contains 21980 members Entering Unmasked Estep Score: -8196104.500000 Penalty: 13157.613281 Iteration 49Q: 3 clusters Score -8196104 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24183 members Mstep: Class 2 contains 22025 members Entering Unmasked Estep Score: -8196122.500000 Penalty: 13157.613281 Iteration 50Q: 3 clusters Score -8196122 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24113 members Mstep: Class 2 contains 22095 members Entering Unmasked Estep Score: -8196140.000000 Penalty: 13157.613281 Iteration 51Q: 3 clusters Score -8196140 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24033 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -8196154.000000 Penalty: 13157.613281 Iteration 52Q: 3 clusters Score -8196154 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23958 members Mstep: Class 2 contains 22250 members Entering Unmasked Estep Score: -8196170.500000 Penalty: 13157.613281 Iteration 53Q: 3 clusters Score -8196170 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23858 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -8196166.000000 Penalty: 13157.613281 Iteration 54Q: 3 clusters Score -8196166 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23754 members Mstep: Class 2 contains 22454 members Entering Unmasked Estep Score: -8196171.000000 Penalty: 13157.613281 Iteration 55Q: 3 clusters Score -8196171 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 22561 members Entering Unmasked Estep Score: -8196177.500000 Penalty: 13157.613281 Iteration 56Q: 3 clusters Score -8196178 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -8196174.000000 Penalty: 13157.613281 Iteration 57Q: 3 clusters Score -8196174 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23393 members Mstep: Class 2 contains 22815 members Entering Unmasked Estep Score: -8196192.000000 Penalty: 13157.613281 Iteration 58Q: 3 clusters Score -8196192 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23273 members Mstep: Class 2 contains 22935 members Entering Unmasked Estep Score: -8196205.000000 Penalty: 13157.613281 Iteration 59Q: 3 clusters Score -8196205 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Mstep: Class 2 contains 23058 members Entering Unmasked Estep Score: -8196216.500000 Penalty: 13157.613281 Iteration 60F: 3 clusters Score -8196216 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 23207 members Entering Unmasked Estep Score: -8196232.500000 Penalty: 13157.613281 Iteration 61Q: 3 clusters Score -8196232 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22841 members Mstep: Class 2 contains 23367 members Entering Unmasked Estep Score: -8196258.500000 Penalty: 13157.613281 Iteration 62Q: 3 clusters Score -8196258 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 23530 members Entering Unmasked Estep Score: -8196290.000000 Penalty: 13157.613281 Iteration 63Q: 3 clusters Score -8196290 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22496 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -8196317.500000 Penalty: 13157.613281 Iteration 64Q: 3 clusters Score -8196318 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22298 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -8196352.000000 Penalty: 13157.613281 Iteration 65Q: 3 clusters Score -8196352 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22085 members Mstep: Class 2 contains 24123 members Entering Unmasked Estep Score: -8196382.000000 Penalty: 13157.613281 Iteration 66Q: 3 clusters Score -8196382 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21858 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -8196418.000000 Penalty: 13157.613281 Iteration 67Q: 3 clusters Score -8196418 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21642 members Mstep: Class 2 contains 24566 members Entering Unmasked Estep Score: -8196434.500000 Penalty: 13157.613281 Iteration 68Q: 3 clusters Score -8196434 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21418 members Mstep: Class 2 contains 24790 members Entering Unmasked Estep Score: -8196479.000000 Penalty: 13157.613281 Iteration 69Q: 3 clusters Score -8196479 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21198 members Mstep: Class 2 contains 25010 members Entering Unmasked Estep Score: -8196503.500000 Penalty: 13157.613281 Iteration 70Q: 3 clusters Score -8196504 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20957 members Mstep: Class 2 contains 25251 members Entering Unmasked Estep Score: -8196548.000000 Penalty: 13157.613281 Iteration 71Q: 3 clusters Score -8196548 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20716 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -8196564.000000 Penalty: 13157.613281 Iteration 72Q: 3 clusters Score -8196564 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 25723 members Entering Unmasked Estep Score: -8196611.000000 Penalty: 13157.613281 Iteration 73Q: 3 clusters Score -8196611 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20251 members Mstep: Class 2 contains 25957 members Entering Unmasked Estep Score: -8196631.000000 Penalty: 13157.613281 Iteration 74Q: 3 clusters Score -8196631 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20026 members Mstep: Class 2 contains 26182 members Entering Unmasked Estep Score: -8196662.500000 Penalty: 13157.613281 Iteration 75Q: 3 clusters Score -8196662 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 26416 members Entering Unmasked Estep Score: -8196699.500000 Penalty: 13157.613281 Iteration 76Q: 3 clusters Score -8196700 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19519 members Mstep: Class 2 contains 26689 members Entering Unmasked Estep Score: -8196783.000000 Penalty: 13157.613281 Iteration 77Q: 3 clusters Score -8196783 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19215 members Mstep: Class 2 contains 26993 members Entering Unmasked Estep Score: -8196828.500000 Penalty: 13157.613281 Iteration 78Q: 3 clusters Score -8196828 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 27279 members Entering Unmasked Estep Score: -8196868.000000 Penalty: 13157.613281 Iteration 79Q: 3 clusters Score -8196868 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18653 members Mstep: Class 2 contains 27555 members Entering Unmasked Estep Score: -8196919.000000 Penalty: 13157.613281 Iteration 80F: 3 clusters Score -8196919 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18332 members Mstep: Class 2 contains 27876 members Entering Unmasked Estep Score: -8196974.500000 Penalty: 13157.613281 Iteration 81Q: 3 clusters Score -8196974 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18032 members Mstep: Class 2 contains 28176 members Entering Unmasked Estep Score: -8197024.000000 Penalty: 13157.613281 Iteration 82Q: 3 clusters Score -8197024 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 28490 members Entering Unmasked Estep Score: -8197094.000000 Penalty: 13157.613281 Iteration 83Q: 3 clusters Score -8197094 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17429 members Mstep: Class 2 contains 28779 members Entering Unmasked Estep Score: -8197115.500000 Penalty: 13157.613281 Iteration 84Q: 3 clusters Score -8197116 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 29071 members Entering Unmasked Estep Score: -8197193.000000 Penalty: 13157.613281 Iteration 85Q: 3 clusters Score -8197193 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16874 members Mstep: Class 2 contains 29334 members Entering Unmasked Estep Score: -8197214.000000 Penalty: 13157.613281 Iteration 86Q: 3 clusters Score -8197214 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16624 members Mstep: Class 2 contains 29584 members Entering Unmasked Estep Score: -8197238.500000 Penalty: 13157.613281 Iteration 87Q: 3 clusters Score -8197238 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 29806 members Entering Unmasked Estep Score: -8197335.000000 Penalty: 13157.613281 Iteration 88Q: 3 clusters Score -8197335 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 30022 members Entering Unmasked Estep Score: -8197383.500000 Penalty: 13157.613281 Iteration 89Q: 3 clusters Score -8197384 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 30258 members Entering Unmasked Estep Score: -8197381.500000 Penalty: 13157.613281 Iteration 90Q: 3 clusters Score -8197382 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15700 members Mstep: Class 2 contains 30508 members Entering Unmasked Estep Score: -8197452.000000 Penalty: 13157.613281 Iteration 91Q: 3 clusters Score -8197452 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Mstep: Class 2 contains 30745 members Entering Unmasked Estep Score: -8197464.000000 Penalty: 13157.613281 Iteration 92Q: 3 clusters Score -8197464 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 30978 members Entering Unmasked Estep Score: -8197506.500000 Penalty: 13157.613281 Iteration 93Q: 3 clusters Score -8197506 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 31236 members Entering Unmasked Estep Score: -8197566.500000 Penalty: 13157.613281 Iteration 94Q: 3 clusters Score -8197566 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 31461 members Entering Unmasked Estep Score: -8197615.500000 Penalty: 13157.613281 Iteration 95Q: 3 clusters Score -8197616 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14498 members Mstep: Class 2 contains 31710 members Entering Unmasked Estep Score: -8197667.500000 Penalty: 13157.613281 Iteration 96Q: 3 clusters Score -8197668 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 31947 members Entering Unmasked Estep Score: -8197707.000000 Penalty: 13157.613281 Iteration 97Q: 3 clusters Score -8197707 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 32200 members Entering Unmasked Estep Score: -8197740.000000 Penalty: 13157.613281 Iteration 98Q: 3 clusters Score -8197740 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 32441 members Entering Unmasked Estep Score: -8197769.500000 Penalty: 13157.613281 Iteration 99Q: 3 clusters Score -8197770 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13550 members Mstep: Class 2 contains 32658 members Entering Unmasked Estep Score: -8197818.500000 Penalty: 13157.613281 Iteration 100F: 3 clusters Score -8197818 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13323 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -8197839.000000 Penalty: 13157.613281 Iteration 101Q: 3 clusters Score -8197839 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 33134 members Entering Unmasked Estep Score: -8197885.500000 Penalty: 13157.613281 Iteration 102Q: 3 clusters Score -8197886 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 33422 members Entering Unmasked Estep Score: -8197967.000000 Penalty: 13157.613281 Iteration 103Q: 3 clusters Score -8197967 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 33705 members Entering Unmasked Estep Score: -8198038.500000 Penalty: 13157.613281 Iteration 104Q: 3 clusters Score -8198038 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 34008 members Entering Unmasked Estep Score: -8198101.000000 Penalty: 13157.613281 Iteration 105Q: 3 clusters Score -8198101 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 34315 members Entering Unmasked Estep Score: -8198202.000000 Penalty: 13157.613281 Iteration 106Q: 3 clusters Score -8198202 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 34578 members Entering Unmasked Estep Score: -8198267.000000 Penalty: 13157.613281 Iteration 107Q: 3 clusters Score -8198267 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 34810 members Entering Unmasked Estep Score: -8198286.000000 Penalty: 13157.613281 Iteration 108Q: 3 clusters Score -8198286 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 35041 members Entering Unmasked Estep Score: -8198338.000000 Penalty: 13157.613281 Iteration 109Q: 3 clusters Score -8198338 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 35295 members Entering Unmasked Estep Score: -8198380.500000 Penalty: 13157.613281 Iteration 110Q: 3 clusters Score -8198380 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -8198482.500000 Penalty: 13157.613281 Iteration 111Q: 3 clusters Score -8198482 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 35792 members Entering Unmasked Estep Score: -8198539.000000 Penalty: 13157.613281 Iteration 112Q: 3 clusters Score -8198539 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 36068 members Entering Unmasked Estep Score: -8198591.000000 Penalty: 13157.613281 Iteration 113Q: 3 clusters Score -8198591 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 36352 members Entering Unmasked Estep Score: -8198668.000000 Penalty: 13157.613281 Iteration 114Q: 3 clusters Score -8198668 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -8198749.000000 Penalty: 13157.613281 Iteration 115Q: 3 clusters Score -8198749 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 36861 members Entering Unmasked Estep Score: -8198815.000000 Penalty: 13157.613281 Iteration 116Q: 3 clusters Score -8198815 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 37116 members Entering Unmasked Estep Score: -8198878.000000 Penalty: 13157.613281 Iteration 117Q: 3 clusters Score -8198878 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 37342 members Entering Unmasked Estep Score: -8198948.500000 Penalty: 13157.613281 Iteration 118Q: 3 clusters Score -8198948 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 37542 members Entering Unmasked Estep Score: -8199000.500000 Penalty: 13157.613281 Iteration 119Q: 3 clusters Score -8199000 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 37749 members Entering Unmasked Estep Score: -8199053.500000 Penalty: 13157.613281 Iteration 120F: 3 clusters Score -8199054 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 37925 members Entering Unmasked Estep Score: -8199089.000000 Penalty: 13157.613281 Iteration 121Q: 3 clusters Score -8199089 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 38079 members Entering Unmasked Estep Score: -8199116.000000 Penalty: 13157.613281 Iteration 122Q: 3 clusters Score -8199116 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 38223 members Entering Unmasked Estep Score: -8199146.000000 Penalty: 13157.613281 Iteration 123Q: 3 clusters Score -8199146 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 38355 members Entering Unmasked Estep Score: -8199175.500000 Penalty: 13157.613281 Iteration 124Q: 3 clusters Score -8199176 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 38479 members Entering Unmasked Estep Score: -8199173.500000 Penalty: 13157.613281 Iteration 125Q: 3 clusters Score -8199174 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 38598 members Entering Unmasked Estep Score: -8199216.000000 Penalty: 13157.613281 Iteration 126Q: 3 clusters Score -8199216 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 38715 members Entering Unmasked Estep Score: -8199238.500000 Penalty: 13157.613281 Iteration 127Q: 3 clusters Score -8199238 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 38825 members Entering Unmasked Estep Score: -8199290.500000 Penalty: 13157.613281 Iteration 128Q: 3 clusters Score -8199290 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 38916 members Entering Unmasked Estep Score: -8199318.500000 Penalty: 13157.613281 Iteration 129Q: 3 clusters Score -8199318 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -8199346.500000 Penalty: 13157.613281 Iteration 130Q: 3 clusters Score -8199346 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 39100 members Entering Unmasked Estep Score: -8199373.500000 Penalty: 13157.613281 Iteration 131Q: 3 clusters Score -8199374 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 39184 members Entering Unmasked Estep Score: -8199373.000000 Penalty: 13157.613281 Iteration 132Q: 3 clusters Score -8199373 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 39275 members Entering Unmasked Estep Score: -8199382.500000 Penalty: 13157.613281 Iteration 133Q: 3 clusters Score -8199382 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 39349 members Entering Unmasked Estep Score: -8199415.000000 Penalty: 13157.613281 Iteration 134Q: 3 clusters Score -8199415 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 39425 members Entering Unmasked Estep Score: -8199429.000000 Penalty: 13157.613281 Iteration 135Q: 3 clusters Score -8199429 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 39483 members Entering Unmasked Estep Score: -8199454.000000 Penalty: 13157.613281 Iteration 136Q: 3 clusters Score -8199454 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 39545 members Entering Unmasked Estep Score: -8199457.000000 Penalty: 13157.613281 Iteration 137Q: 3 clusters Score -8199457 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 39604 members Entering Unmasked Estep Score: -8199496.000000 Penalty: 13157.613281 Iteration 138Q: 3 clusters Score -8199496 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 39661 members Entering Unmasked Estep Score: -8199493.500000 Penalty: 13157.613281 Iteration 139Q: 3 clusters Score -8199494 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 39727 members Entering Unmasked Estep Score: -8199515.500000 Penalty: 13157.613281 Iteration 140F: 3 clusters Score -8199516 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 39793 members Entering Unmasked Estep Score: -8199534.500000 Penalty: 13157.613281 Iteration 141Q: 3 clusters Score -8199534 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 39844 members Entering Unmasked Estep Score: -8199552.500000 Penalty: 13157.613281 Iteration 142Q: 3 clusters Score -8199552 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -8199537.000000 Penalty: 13157.613281 Iteration 143Q: 3 clusters Score -8199537 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 39926 members Entering Unmasked Estep Score: -8199546.500000 Penalty: 13157.613281 Iteration 144Q: 3 clusters Score -8199546 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 39966 members Entering Unmasked Estep Score: -8199540.000000 Penalty: 13157.613281 Iteration 145Q: 3 clusters Score -8199540 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 40002 members Entering Unmasked Estep Score: -8199550.000000 Penalty: 13157.613281 Iteration 146Q: 3 clusters Score -8199550 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 40041 members Entering Unmasked Estep Score: -8199552.000000 Penalty: 13157.613281 Iteration 147Q: 3 clusters Score -8199552 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 40076 members Entering Unmasked Estep Score: -8199544.500000 Penalty: 13157.613281 Iteration 148Q: 3 clusters Score -8199544 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 40117 members Entering Unmasked Estep Score: -8199570.000000 Penalty: 13157.613281 Iteration 149Q: 3 clusters Score -8199570 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 40161 members Entering Unmasked Estep Score: -8199581.500000 Penalty: 13157.613281 Iteration 150Q: 3 clusters Score -8199582 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 40208 members Entering Unmasked Estep Score: -8199583.000000 Penalty: 13157.613281 Iteration 151Q: 3 clusters Score -8199583 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 40246 members Entering Unmasked Estep Score: -8199596.000000 Penalty: 13157.613281 Iteration 152Q: 3 clusters Score -8199596 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 40290 members Entering Unmasked Estep Score: -8199568.000000 Penalty: 13157.613281 Iteration 153Q: 3 clusters Score -8199568 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 40330 members Entering Unmasked Estep Score: -8199599.500000 Penalty: 13157.613281 Iteration 154Q: 3 clusters Score -8199600 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 40370 members Entering Unmasked Estep Score: -8199626.500000 Penalty: 13157.613281 Iteration 155Q: 3 clusters Score -8199626 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 40407 members Entering Unmasked Estep Score: -8199630.500000 Penalty: 13157.613281 Iteration 156Q: 3 clusters Score -8199630 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 40452 members Entering Unmasked Estep Score: -8199653.500000 Penalty: 13157.613281 Iteration 157Q: 3 clusters Score -8199654 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 40488 members Entering Unmasked Estep Score: -8199660.000000 Penalty: 13157.613281 Iteration 158Q: 3 clusters Score -8199660 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 40527 members Entering Unmasked Estep Score: -8199655.000000 Penalty: 13157.613281 Iteration 159Q: 3 clusters Score -8199655 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 40567 members Entering Unmasked Estep Score: -8199677.500000 Penalty: 13157.613281 Iteration 160F: 3 clusters Score -8199678 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 40609 members Entering Unmasked Estep Score: -8199659.500000 Penalty: 13157.613281 Iteration 161Q: 3 clusters Score -8199660 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 40634 members Entering Unmasked Estep Score: -8199684.500000 Penalty: 13157.613281 Iteration 162Q: 3 clusters Score -8199684 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 40649 members Entering Unmasked Estep Score: -8199697.000000 Penalty: 13157.613281 Iteration 163Q: 3 clusters Score -8199697 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 40664 members Entering Unmasked Estep Score: -8199704.000000 Penalty: 13157.613281 Iteration 164Q: 3 clusters Score -8199704 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 40685 members Entering Unmasked Estep Score: -8199697.500000 Penalty: 13157.613281 Iteration 165Q: 3 clusters Score -8199698 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 40705 members Entering Unmasked Estep Score: -8199705.500000 Penalty: 13157.613281 Iteration 166Q: 3 clusters Score -8199706 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 40722 members Entering Unmasked Estep Score: -8199706.500000 Penalty: 13157.613281 Iteration 167Q: 3 clusters Score -8199706 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 40737 members Entering Unmasked Estep Score: -8199713.500000 Penalty: 13157.613281 Iteration 168Q: 3 clusters Score -8199714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 40744 members Entering Unmasked Estep Score: -8199708.500000 Penalty: 13157.613281 Iteration 169Q: 3 clusters Score -8199708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 40748 members Entering Unmasked Estep Score: -8199709.000000 Penalty: 13157.613281 Iteration 170Q: 3 clusters Score -8199709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 40752 members Entering Unmasked Estep Score: -8199709.000000 Penalty: 13157.613281 Iteration 171Q: 3 clusters Score -8199709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 40758 members Entering Unmasked Estep Score: -8199708.000000 Penalty: 13157.613281 Iteration 172Q: 3 clusters Score -8199708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 40759 members Entering Unmasked Estep Score: -8199707.000000 Penalty: 13157.613281 Iteration 173Q: 3 clusters Score -8199707 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 40764 members Entering Unmasked Estep Score: -8199719.000000 Penalty: 13157.613281 Iteration 174Q: 3 clusters Score -8199719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 40771 members Entering Unmasked Estep Score: -8199726.000000 Penalty: 13157.613281 Iteration 175Q: 3 clusters Score -8199726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 40776 members Entering Unmasked Estep Score: -8199707.500000 Penalty: 13157.613281 Iteration 176Q: 3 clusters Score -8199708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 40778 members Entering Unmasked Estep Score: -8199707.500000 Penalty: 13157.613281 Iteration 177Q: 3 clusters Score -8199708 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 40781 members Entering Unmasked Estep Score: -8199698.500000 Penalty: 13157.613281 Iteration 178Q: 3 clusters Score -8199698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 40784 members Entering Unmasked Estep Score: -8199710.500000 Penalty: 13157.613281 Iteration 179Q: 3 clusters Score -8199710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 40785 members Entering Unmasked Estep Score: -8199714.500000 Penalty: 13157.613281 Iteration 180F: 3 clusters Score -8199714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 40788 members Entering Unmasked Estep Score: -8199707.000000 Penalty: 13157.613281 Iteration 181Q: 3 clusters Score -8199707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 40789 members Entering Unmasked Estep Score: -8199714.000000 Penalty: 13157.613281 Iteration 182Q: 3 clusters Score -8199714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 40790 members Entering Unmasked Estep Score: -8199715.500000 Penalty: 13157.613281 Iteration 183Q: 3 clusters Score -8199716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 40790 members Entering Unmasked Estep Score: -8199715.500000 Penalty: 13157.613281 Iteration 184F: 3 clusters Score -8199716 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (102235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102235 members Entering Unmasked Estep Score: -18192262.000000 Penalty: 7065.205566 Iteration 0F: 2 clusters Score -1.819226e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51241 members Mstep: Class 2 contains 50994 members Entering Unmasked Estep Score: -18122970.000000 Penalty: 14130.411133 Iteration 0F: 3 clusters Score -1.812297e+07 nChanged 46521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53010 members Mstep: Class 2 contains 49225 members Entering Unmasked Estep Score: -18148936.000000 Penalty: 14130.411133 Iteration 1F: 3 clusters Score -1.814894e+07 nChanged 4827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54389 members Mstep: Class 2 contains 47846 members Entering Unmasked Estep Score: -18150824.000000 Penalty: 14130.411133 Iteration 2Q: 3 clusters Score -1.815082e+07 nChanged 5170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56599 members Mstep: Class 2 contains 45636 members Entering Unmasked Estep Score: -18153320.000000 Penalty: 14130.411133 Iteration 3F: 3 clusters Score -1.815332e+07 nChanged 6052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59829 members Mstep: Class 2 contains 42406 members Entering Unmasked Estep Score: -18156812.000000 Penalty: 14130.411133 Iteration 4F: 3 clusters Score -1.815681e+07 nChanged 6959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63898 members Mstep: Class 2 contains 38337 members Entering Unmasked Estep Score: -18161436.000000 Penalty: 14130.411133 Iteration 5F: 3 clusters Score -1.816144e+07 nChanged 7359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68481 members Mstep: Class 2 contains 33754 members Entering Unmasked Estep Score: -18166484.000000 Penalty: 14130.411133 Iteration 6F: 3 clusters Score -1.816648e+07 nChanged 6892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72971 members Mstep: Class 2 contains 29264 members Entering Unmasked Estep Score: -18171156.000000 Penalty: 14130.411133 Iteration 7F: 3 clusters Score -1.817116e+07 nChanged 5790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76853 members Mstep: Class 2 contains 25382 members Entering Unmasked Estep Score: -18174576.000000 Penalty: 14130.411133 Iteration 8F: 3 clusters Score -1.817458e+07 nChanged 4532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80097 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -18177100.000000 Penalty: 14130.411133 Iteration 9Q: 3 clusters Score -1.81771e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82885 members Mstep: Class 2 contains 19350 members Entering Unmasked Estep Score: -18178812.000000 Penalty: 14130.411133 Iteration 10Q: 3 clusters Score -1.817881e+07 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85504 members Mstep: Class 2 contains 16731 members Entering Unmasked Estep Score: -18180330.000000 Penalty: 14130.411133 Iteration 11Q: 3 clusters Score -1.818033e+07 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87820 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -18181522.000000 Penalty: 14130.411133 Iteration 12Q: 3 clusters Score -1.818152e+07 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89843 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -18182526.000000 Penalty: 14130.411133 Iteration 13Q: 3 clusters Score -1.818253e+07 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91653 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -18183426.000000 Penalty: 14130.411133 Iteration 14Q: 3 clusters Score -1.818343e+07 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93280 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -18184320.000000 Penalty: 14130.411133 Iteration 15Q: 3 clusters Score -1.818432e+07 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94622 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -18185018.000000 Penalty: 14130.411133 Iteration 16Q: 3 clusters Score -1.818502e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95735 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -18185592.000000 Penalty: 14130.411133 Iteration 17Q: 3 clusters Score -1.818559e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96676 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -18186168.000000 Penalty: 14130.411133 Iteration 18Q: 3 clusters Score -1.818617e+07 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97433 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -18186630.000000 Penalty: 14130.411133 Iteration 19Q: 3 clusters Score -1.818663e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98014 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -18187010.000000 Penalty: 14130.411133 Iteration 20F: 3 clusters Score -1.818701e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98429 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -18187380.000000 Penalty: 14130.411133 Iteration 21Q: 3 clusters Score -1.818738e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98723 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -18187534.000000 Penalty: 14130.411133 Iteration 22Q: 3 clusters Score -1.818753e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98924 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -18187728.000000 Penalty: 14130.411133 Iteration 23Q: 3 clusters Score -1.818773e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99079 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -18187936.000000 Penalty: 14130.411133 Iteration 24Q: 3 clusters Score -1.818794e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99165 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -18188034.000000 Penalty: 14130.411133 Iteration 25Q: 3 clusters Score -1.818803e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99230 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -18188096.000000 Penalty: 14130.411133 Iteration 26Q: 3 clusters Score -1.81881e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99271 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -18188140.000000 Penalty: 14130.411133 Iteration 27Q: 3 clusters Score -1.818814e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99284 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -18188178.000000 Penalty: 14130.411133 Iteration 28Q: 3 clusters Score -1.818818e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99301 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -18188142.000000 Penalty: 14130.411133 Iteration 29Q: 3 clusters Score -1.818814e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99310 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -18188154.000000 Penalty: 14130.411133 Iteration 30Q: 3 clusters Score -1.818815e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99325 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -18188196.000000 Penalty: 14130.411133 Iteration 31Q: 3 clusters Score -1.81882e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99329 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -18188208.000000 Penalty: 14130.411133 Iteration 32Q: 3 clusters Score -1.818821e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99331 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -18188226.000000 Penalty: 14130.411133 Iteration 33Q: 3 clusters Score -1.818823e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99333 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -18188232.000000 Penalty: 14130.411133 Iteration 34Q: 3 clusters Score -1.818823e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99340 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -18188252.000000 Penalty: 14130.411133 Iteration 35Q: 3 clusters Score -1.818825e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99337 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -18188262.000000 Penalty: 14130.411133 Iteration 36Q: 3 clusters Score -1.818826e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99333 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -18188252.000000 Penalty: 14130.411133 Iteration 37Q: 3 clusters Score -1.818825e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99336 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -18188262.000000 Penalty: 14130.411133 Iteration 38Q: 3 clusters Score -1.818826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99338 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -18188264.000000 Penalty: 14130.411133 Iteration 39Q: 3 clusters Score -1.818826e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99341 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -18188262.000000 Penalty: 14130.411133 Iteration 40F: 3 clusters Score -1.818826e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -18188272.000000 Penalty: 14130.411133 Iteration 41Q: 3 clusters Score -1.818827e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -18188280.000000 Penalty: 14130.411133 Iteration 42Q: 3 clusters Score -1.818828e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -18188274.000000 Penalty: 14130.411133 Iteration 43Q: 3 clusters Score -1.818827e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99346 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -18188282.000000 Penalty: 14130.411133 Iteration 44Q: 3 clusters Score -1.818828e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -18188272.000000 Penalty: 14130.411133 Iteration 45Q: 3 clusters Score -1.818827e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99346 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -18188270.000000 Penalty: 14130.411133 Iteration 46Q: 3 clusters Score -1.818827e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99347 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -18188272.000000 Penalty: 14130.411133 Iteration 47Q: 3 clusters Score -1.818827e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99347 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -18188272.000000 Penalty: 14130.411133 Iteration 48F: 3 clusters Score -1.818827e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Entering Unmasked Estep Score: -645176.437500 Penalty: 5064.755371 Iteration 0F: 2 clusters Score -645176.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -638840.312500 Penalty: 10129.510742 Iteration 0F: 3 clusters Score -638840.3 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -639810.250000 Penalty: 10129.510742 Iteration 1F: 3 clusters Score -639810.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -640079.562500 Penalty: 10129.510742 Iteration 2F: 3 clusters Score -640079.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -640212.937500 Penalty: 10129.510742 Iteration 3Q: 3 clusters Score -640212.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -640302.625000 Penalty: 10129.510742 Iteration 4Q: 3 clusters Score -640302.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -640352.000000 Penalty: 10129.510742 Iteration 5Q: 3 clusters Score -640352 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -640381.937500 Penalty: 10129.510742 Iteration 6Q: 3 clusters Score -640381.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -640411.312500 Penalty: 10129.510742 Iteration 7Q: 3 clusters Score -640411.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -640434.875000 Penalty: 10129.510742 Iteration 8Q: 3 clusters Score -640434.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -640456.875000 Penalty: 10129.510742 Iteration 9Q: 3 clusters Score -640456.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -640477.687500 Penalty: 10129.510742 Iteration 10Q: 3 clusters Score -640477.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -640491.000000 Penalty: 10129.510742 Iteration 11Q: 3 clusters Score -640491 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -640499.250000 Penalty: 10129.510742 Iteration 12Q: 3 clusters Score -640499.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -640511.625000 Penalty: 10129.510742 Iteration 13Q: 3 clusters Score -640511.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -640519.187500 Penalty: 10129.510742 Iteration 14Q: 3 clusters Score -640519.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -640523.000000 Penalty: 10129.510742 Iteration 15Q: 3 clusters Score -640523 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -640527.312500 Penalty: 10129.510742 Iteration 16Q: 3 clusters Score -640527.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -640529.875000 Penalty: 10129.510742 Iteration 17Q: 3 clusters Score -640529.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -640531.312500 Penalty: 10129.510742 Iteration 18Q: 3 clusters Score -640531.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -640533.875000 Penalty: 10129.510742 Iteration 19Q: 3 clusters Score -640533.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -640534.937500 Penalty: 10129.510742 Iteration 20F: 3 clusters Score -640534.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -640536.625000 Penalty: 10129.510742 Iteration 21Q: 3 clusters Score -640536.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -640536.625000 Penalty: 10129.510742 Iteration 22F: 3 clusters Score -640536.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Entering Unmasked Estep Score: -1088093.375000 Penalty: 5344.870605 Iteration 0F: 2 clusters Score -1088093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1080298.500000 Penalty: 10689.741211 Iteration 0F: 3 clusters Score -1080298 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1081702.125000 Penalty: 10689.741211 Iteration 1F: 3 clusters Score -1081702 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -1082036.875000 Penalty: 10689.741211 Iteration 2F: 3 clusters Score -1082037 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1082202.500000 Penalty: 10689.741211 Iteration 3Q: 3 clusters Score -1082202 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1082313.250000 Penalty: 10689.741211 Iteration 4Q: 3 clusters Score -1082313 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1082374.750000 Penalty: 10689.741211 Iteration 5Q: 3 clusters Score -1082375 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1082423.625000 Penalty: 10689.741211 Iteration 6Q: 3 clusters Score -1082424 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1082452.750000 Penalty: 10689.741211 Iteration 7Q: 3 clusters Score -1082453 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1082486.250000 Penalty: 10689.741211 Iteration 8Q: 3 clusters Score -1082486 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1082516.500000 Penalty: 10689.741211 Iteration 9Q: 3 clusters Score -1082516 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1082534.500000 Penalty: 10689.741211 Iteration 10Q: 3 clusters Score -1082534 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1082551.250000 Penalty: 10689.741211 Iteration 11Q: 3 clusters Score -1082551 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1082562.000000 Penalty: 10689.741211 Iteration 12Q: 3 clusters Score -1082562 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1082566.250000 Penalty: 10689.741211 Iteration 13Q: 3 clusters Score -1082566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -1082570.625000 Penalty: 10689.741211 Iteration 14Q: 3 clusters Score -1082571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1082572.625000 Penalty: 10689.741211 Iteration 15Q: 3 clusters Score -1082573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1082573.500000 Penalty: 10689.741211 Iteration 16Q: 3 clusters Score -1082574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1082573.125000 Penalty: 10689.741211 Iteration 17Q: 3 clusters Score -1082573 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1082580.625000 Penalty: 10689.741211 Iteration 18Q: 3 clusters Score -1082581 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1082583.750000 Penalty: 10689.741211 Iteration 19Q: 3 clusters Score -1082584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1082585.625000 Penalty: 10689.741211 Iteration 20F: 3 clusters Score -1082586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1082584.375000 Penalty: 10689.741211 Iteration 21Q: 3 clusters Score -1082584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1082584.375000 Penalty: 10689.741211 Iteration 22F: 3 clusters Score -1082584 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (23473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23473 members Entering Unmasked Estep Score: -4129561.750000 Penalty: 6163.958984 Iteration 0F: 2 clusters Score -4129562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -4110875.750000 Penalty: 12327.917969 Iteration 0F: 3 clusters Score -4110876 nChanged 9782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -4117161.250000 Penalty: 12327.917969 Iteration 1F: 3 clusters Score -4117161 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -4120262.750000 Penalty: 12327.917969 Iteration 2F: 3 clusters Score -4120263 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -4124193.250000 Penalty: 12327.917969 Iteration 3F: 3 clusters Score -4124193 nChanged 2714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -4127395.250000 Penalty: 12327.917969 Iteration 4F: 3 clusters Score -4127395 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 16384 members Entering Unmasked Estep Score: -4128952.500000 Penalty: 12327.917969 Iteration 5F: 3 clusters Score -4128952 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -4129555.000000 Penalty: 12327.917969 Iteration 6Q: 3 clusters Score -4129555 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 17434 members Entering Unmasked Estep Score: -4129864.750000 Penalty: 12327.917969 Iteration 7Q: 3 clusters Score -4129865 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 17681 members Entering Unmasked Estep Score: -4129983.500000 Penalty: 12327.917969 Iteration 8Q: 3 clusters Score -4129984 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 17844 members Entering Unmasked Estep Score: -4130025.500000 Penalty: 12327.917969 Iteration 9Q: 3 clusters Score -4130026 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 17969 members Entering Unmasked Estep Score: -4130081.500000 Penalty: 12327.917969 Iteration 10Q: 3 clusters Score -4130082 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 18063 members Entering Unmasked Estep Score: -4130126.750000 Penalty: 12327.917969 Iteration 11Q: 3 clusters Score -4130127 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -4130150.000000 Penalty: 12327.917969 Iteration 12Q: 3 clusters Score -4130150 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 18200 members Entering Unmasked Estep Score: -4130179.250000 Penalty: 12327.917969 Iteration 13Q: 3 clusters Score -4130179 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 18255 members Entering Unmasked Estep Score: -4130185.000000 Penalty: 12327.917969 Iteration 14Q: 3 clusters Score -4130185 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -4130194.500000 Penalty: 12327.917969 Iteration 15Q: 3 clusters Score -4130194 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -4130216.500000 Penalty: 12327.917969 Iteration 16Q: 3 clusters Score -4130216 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 18370 members Entering Unmasked Estep Score: -4130217.000000 Penalty: 12327.917969 Iteration 17Q: 3 clusters Score -4130217 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -4130230.250000 Penalty: 12327.917969 Iteration 18Q: 3 clusters Score -4130230 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 18418 members Entering Unmasked Estep Score: -4130226.250000 Penalty: 12327.917969 Iteration 19Q: 3 clusters Score -4130226 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -4130236.250000 Penalty: 12327.917969 Iteration 20F: 3 clusters Score -4130236 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -4130237.750000 Penalty: 12327.917969 Iteration 21Q: 3 clusters Score -4130238 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 18467 members Entering Unmasked Estep Score: -4130237.250000 Penalty: 12327.917969 Iteration 22Q: 3 clusters Score -4130237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 18479 members Entering Unmasked Estep Score: -4130247.750000 Penalty: 12327.917969 Iteration 23Q: 3 clusters Score -4130248 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 18494 members Entering Unmasked Estep Score: -4130256.750000 Penalty: 12327.917969 Iteration 24Q: 3 clusters Score -4130257 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -4130250.500000 Penalty: 12327.917969 Iteration 25Q: 3 clusters Score -4130250 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -4130253.000000 Penalty: 12327.917969 Iteration 26Q: 3 clusters Score -4130253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -4130254.500000 Penalty: 12327.917969 Iteration 27Q: 3 clusters Score -4130254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 18540 members Entering Unmasked Estep Score: -4130252.500000 Penalty: 12327.917969 Iteration 28Q: 3 clusters Score -4130252 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 18555 members Entering Unmasked Estep Score: -4130255.250000 Penalty: 12327.917969 Iteration 29Q: 3 clusters Score -4130255 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -4130259.500000 Penalty: 12327.917969 Iteration 30Q: 3 clusters Score -4130260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 18571 members Entering Unmasked Estep Score: -4130261.000000 Penalty: 12327.917969 Iteration 31Q: 3 clusters Score -4130261 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 18580 members Entering Unmasked Estep Score: -4130266.750000 Penalty: 12327.917969 Iteration 32Q: 3 clusters Score -4130267 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 18590 members Entering Unmasked Estep Score: -4130271.750000 Penalty: 12327.917969 Iteration 33Q: 3 clusters Score -4130272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -4130275.750000 Penalty: 12327.917969 Iteration 34Q: 3 clusters Score -4130276 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -4130281.250000 Penalty: 12327.917969 Iteration 35Q: 3 clusters Score -4130281 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -4130274.250000 Penalty: 12327.917969 Iteration 36Q: 3 clusters Score -4130274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 18614 members Entering Unmasked Estep Score: -4130270.500000 Penalty: 12327.917969 Iteration 37Q: 3 clusters Score -4130270 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -4130282.000000 Penalty: 12327.917969 Iteration 38Q: 3 clusters Score -4130282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -4130280.000000 Penalty: 12327.917969 Iteration 39Q: 3 clusters Score -4130280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 18630 members Entering Unmasked Estep Score: -4130282.250000 Penalty: 12327.917969 Iteration 40F: 3 clusters Score -4130282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 18634 members Entering Unmasked Estep Score: -4130285.500000 Penalty: 12327.917969 Iteration 41Q: 3 clusters Score -4130286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 18640 members Entering Unmasked Estep Score: -4130282.750000 Penalty: 12327.917969 Iteration 42Q: 3 clusters Score -4130283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -4130277.500000 Penalty: 12327.917969 Iteration 43Q: 3 clusters Score -4130278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -4130277.500000 Penalty: 12327.917969 Iteration 44F: 3 clusters Score -4130278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1072 members Mstep: Class 3 contains 18644 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25798 members Mstep: Class 6 contains 12150 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46208 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3901 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 4829 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1827 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep Score: -70954800.000000 Penalty: 134526.734375 Splitting cluster 14 changes total score from -70948224.000000 to -70954800.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 15 (1361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Entering Unmasked Estep Score: -194744.953125 Penalty: 4419.784668 Iteration 0F: 2 clusters Score -194745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -190567.125000 Penalty: 8839.569336 Iteration 0F: 3 clusters Score -190567.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -191860.406250 Penalty: 8839.569336 Iteration 1F: 3 clusters Score -191860.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -193308.640625 Penalty: 8839.569336 Iteration 2F: 3 clusters Score -193308.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -194453.750000 Penalty: 8839.569336 Iteration 3F: 3 clusters Score -194453.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -195151.265625 Penalty: 8839.569336 Iteration 4F: 3 clusters Score -195151.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -195539.843750 Penalty: 8839.569336 Iteration 5Q: 3 clusters Score -195539.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -195681.359375 Penalty: 8839.569336 Iteration 6Q: 3 clusters Score -195681.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -195778.234375 Penalty: 8839.569336 Iteration 7Q: 3 clusters Score -195778.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -195808.968750 Penalty: 8839.569336 Iteration 8Q: 3 clusters Score -195809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -195824.875000 Penalty: 8839.569336 Iteration 9Q: 3 clusters Score -195824.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -195835.562500 Penalty: 8839.569336 Iteration 10Q: 3 clusters Score -195835.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -195848.156250 Penalty: 8839.569336 Iteration 11Q: 3 clusters Score -195848.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -195851.828125 Penalty: 8839.569336 Iteration 12F: 3 clusters Score -195851.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -195891.671875 Penalty: 8839.569336 Iteration 13Q: 3 clusters Score -195891.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -195896.296875 Penalty: 8839.569336 Iteration 14Q: 3 clusters Score -195896.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -195896.296875 Penalty: 8839.569336 Iteration 15F: 3 clusters Score -195896.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1072 members Mstep: Class 3 contains 18644 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25798 members Mstep: Class 6 contains 12150 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46208 members Mstep: Class 9 contains 358 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3901 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 4829 members Mstep: Class 15 contains 1003 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1827 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep Score: -70952448.000000 Penalty: 142440.078125 Splitting cluster 15 changes total score from -70948224.000000 to -70952448.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 16 (8971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Entering Unmasked Estep Score: -1576874.000000 Penalty: 5574.823242 Iteration 0F: 2 clusters Score -1576874 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1567279.375000 Penalty: 11149.646484 Iteration 0F: 3 clusters Score -1567279 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1569215.000000 Penalty: 11149.646484 Iteration 1F: 3 clusters Score -1569215 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1569678.750000 Penalty: 11149.646484 Iteration 2F: 3 clusters Score -1569679 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -1569975.500000 Penalty: 11149.646484 Iteration 3F: 3 clusters Score -1569976 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1570189.250000 Penalty: 11149.646484 Iteration 4Q: 3 clusters Score -1570189 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1570380.625000 Penalty: 11149.646484 Iteration 5Q: 3 clusters Score -1570381 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1570544.250000 Penalty: 11149.646484 Iteration 6Q: 3 clusters Score -1570544 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1570724.250000 Penalty: 11149.646484 Iteration 7Q: 3 clusters Score -1570724 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1570899.875000 Penalty: 11149.646484 Iteration 8Q: 3 clusters Score -1570900 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -1571053.375000 Penalty: 11149.646484 Iteration 9Q: 3 clusters Score -1571053 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -1571184.000000 Penalty: 11149.646484 Iteration 10Q: 3 clusters Score -1571184 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1571316.750000 Penalty: 11149.646484 Iteration 11Q: 3 clusters Score -1571317 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -1571433.875000 Penalty: 11149.646484 Iteration 12Q: 3 clusters Score -1571434 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1571543.500000 Penalty: 11149.646484 Iteration 13Q: 3 clusters Score -1571544 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1571657.375000 Penalty: 11149.646484 Iteration 14Q: 3 clusters Score -1571657 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1571753.250000 Penalty: 11149.646484 Iteration 15Q: 3 clusters Score -1571753 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1571811.000000 Penalty: 11149.646484 Iteration 16Q: 3 clusters Score -1571811 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -1571862.125000 Penalty: 11149.646484 Iteration 17Q: 3 clusters Score -1571862 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1571903.250000 Penalty: 11149.646484 Iteration 18Q: 3 clusters Score -1571903 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1571938.875000 Penalty: 11149.646484 Iteration 19Q: 3 clusters Score -1571939 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1571980.375000 Penalty: 11149.646484 Iteration 20F: 3 clusters Score -1571980 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -1572016.750000 Penalty: 11149.646484 Iteration 21Q: 3 clusters Score -1572017 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1572061.250000 Penalty: 11149.646484 Iteration 22Q: 3 clusters Score -1572061 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1572096.375000 Penalty: 11149.646484 Iteration 23Q: 3 clusters Score -1572096 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1572132.250000 Penalty: 11149.646484 Iteration 24Q: 3 clusters Score -1572132 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1572157.375000 Penalty: 11149.646484 Iteration 25Q: 3 clusters Score -1572157 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1572182.625000 Penalty: 11149.646484 Iteration 26Q: 3 clusters Score -1572183 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -1572199.750000 Penalty: 11149.646484 Iteration 27Q: 3 clusters Score -1572200 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -1572224.250000 Penalty: 11149.646484 Iteration 28Q: 3 clusters Score -1572224 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -1572240.250000 Penalty: 11149.646484 Iteration 29Q: 3 clusters Score -1572240 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1572250.500000 Penalty: 11149.646484 Iteration 30Q: 3 clusters Score -1572250 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1572261.875000 Penalty: 11149.646484 Iteration 31Q: 3 clusters Score -1572262 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1572270.875000 Penalty: 11149.646484 Iteration 32Q: 3 clusters Score -1572271 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1572275.375000 Penalty: 11149.646484 Iteration 33Q: 3 clusters Score -1572275 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -1572283.000000 Penalty: 11149.646484 Iteration 34Q: 3 clusters Score -1572283 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1572286.375000 Penalty: 11149.646484 Iteration 35Q: 3 clusters Score -1572286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -1572284.750000 Penalty: 11149.646484 Iteration 36Q: 3 clusters Score -1572285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -1572288.500000 Penalty: 11149.646484 Iteration 37Q: 3 clusters Score -1572288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -1572288.625000 Penalty: 11149.646484 Iteration 38Q: 3 clusters Score -1572289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1572288.750000 Penalty: 11149.646484 Iteration 39Q: 3 clusters Score -1572289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1572290.875000 Penalty: 11149.646484 Iteration 40F: 3 clusters Score -1572291 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1572289.625000 Penalty: 11149.646484 Iteration 41Q: 3 clusters Score -1572290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -1572293.500000 Penalty: 11149.646484 Iteration 42Q: 3 clusters Score -1572294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -1572293.500000 Penalty: 11149.646484 Iteration 43Q: 3 clusters Score -1572294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -1572295.000000 Penalty: 11149.646484 Iteration 44Q: 3 clusters Score -1572295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1572294.625000 Penalty: 11149.646484 Iteration 45Q: 3 clusters Score -1572295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -1572295.375000 Penalty: 11149.646484 Iteration 46Q: 3 clusters Score -1572295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1572297.875000 Penalty: 11149.646484 Iteration 47Q: 3 clusters Score -1572298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1572297.125000 Penalty: 11149.646484 Iteration 48Q: 3 clusters Score -1572297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -1572304.625000 Penalty: 11149.646484 Iteration 49Q: 3 clusters Score -1572305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -1572306.125000 Penalty: 11149.646484 Iteration 50Q: 3 clusters Score -1572306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1572302.375000 Penalty: 11149.646484 Iteration 51Q: 3 clusters Score -1572302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1572306.625000 Penalty: 11149.646484 Iteration 52Q: 3 clusters Score -1572307 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1572309.000000 Penalty: 11149.646484 Iteration 53Q: 3 clusters Score -1572309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1572309.000000 Penalty: 11149.646484 Iteration 54F: 3 clusters Score -1572309 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Entering Unmasked Estep Score: -115344.156250 Penalty: 4044.084961 Iteration 0F: 2 clusters Score -115344.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -111655.156250 Penalty: 8088.169922 Iteration 0F: 3 clusters Score -111655.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -111953.062500 Penalty: 8088.169922 Iteration 1F: 3 clusters Score -111953.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -112065.968750 Penalty: 8088.169922 Iteration 2Q: 3 clusters Score -112066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112086.531250 Penalty: 8088.169922 Iteration 3Q: 3 clusters Score -112086.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112097.687500 Penalty: 8088.169922 Iteration 4Q: 3 clusters Score -112097.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -112113.960938 Penalty: 8088.169922 Iteration 5Q: 3 clusters Score -112114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112121.781250 Penalty: 8088.169922 Iteration 6Q: 3 clusters Score -112121.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -112121.781250 Penalty: 8088.169922 Iteration 7F: 3 clusters Score -112121.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Entering Unmasked Estep Score: -312456.968750 Penalty: 4600.138672 Iteration 0F: 2 clusters Score -312457 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -307942.250000 Penalty: 9200.277344 Iteration 0F: 3 clusters Score -307942.2 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -309785.312500 Penalty: 9200.277344 Iteration 1F: 3 clusters Score -309785.3 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -311374.500000 Penalty: 9200.277344 Iteration 2F: 3 clusters Score -311374.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -312313.750000 Penalty: 9200.277344 Iteration 3F: 3 clusters Score -312313.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -312776.937500 Penalty: 9200.277344 Iteration 4F: 3 clusters Score -312776.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -312974.656250 Penalty: 9200.277344 Iteration 5Q: 3 clusters Score -312974.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -313043.093750 Penalty: 9200.277344 Iteration 6Q: 3 clusters Score -313043.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -313080.218750 Penalty: 9200.277344 Iteration 7Q: 3 clusters Score -313080.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -313095.062500 Penalty: 9200.277344 Iteration 8Q: 3 clusters Score -313095.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -313097.000000 Penalty: 9200.277344 Iteration 9Q: 3 clusters Score -313097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -313097.000000 Penalty: 9200.277344 Iteration 10F: 3 clusters Score -313097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1072 members Mstep: Class 3 contains 18644 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25798 members Mstep: Class 6 contains 12150 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46208 members Mstep: Class 9 contains 358 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3901 members Mstep: Class 12 contains 365 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 4829 members Mstep: Class 15 contains 1003 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1462 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep Score: -70949816.000000 Penalty: 150353.421875 Splitting cluster 20 changes total score from -70948224.000000 to -70949816.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 21 (147367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147367 members Entering Unmasked Estep Score: -26022038.000000 Penalty: 7289.167480 Iteration 0F: 2 clusters Score -2.602204e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73716 members Mstep: Class 2 contains 73651 members Entering Unmasked Estep Score: -25922834.000000 Penalty: 14578.334961 Iteration 0F: 3 clusters Score -2.592283e+07 nChanged 68323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74051 members Mstep: Class 2 contains 73316 members Entering Unmasked Estep Score: -25960858.000000 Penalty: 14578.334961 Iteration 1F: 3 clusters Score -2.596086e+07 nChanged 5288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74029 members Mstep: Class 2 contains 73338 members Entering Unmasked Estep Score: -25962082.000000 Penalty: 14578.334961 Iteration 2Q: 3 clusters Score -2.596208e+07 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74075 members Mstep: Class 2 contains 73292 members Entering Unmasked Estep Score: -25963294.000000 Penalty: 14578.334961 Iteration 3Q: 3 clusters Score -2.596329e+07 nChanged 4652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74143 members Mstep: Class 2 contains 73224 members Entering Unmasked Estep Score: -25964256.000000 Penalty: 14578.334961 Iteration 4Q: 3 clusters Score -2.596426e+07 nChanged 4579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74134 members Mstep: Class 2 contains 73233 members Entering Unmasked Estep Score: -25965458.000000 Penalty: 14578.334961 Iteration 5Q: 3 clusters Score -2.596546e+07 nChanged 4511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74015 members Mstep: Class 2 contains 73352 members Entering Unmasked Estep Score: -25966726.000000 Penalty: 14578.334961 Iteration 6Q: 3 clusters Score -2.596673e+07 nChanged 4524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73797 members Mstep: Class 2 contains 73570 members Entering Unmasked Estep Score: -25967950.000000 Penalty: 14578.334961 Iteration 7Q: 3 clusters Score -2.596795e+07 nChanged 4689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73488 members Mstep: Class 2 contains 73879 members Entering Unmasked Estep Score: -25969138.000000 Penalty: 14578.334961 Iteration 8Q: 3 clusters Score -2.596914e+07 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72844 members Mstep: Class 2 contains 74523 members Entering Unmasked Estep Score: -25970848.000000 Penalty: 14578.334961 Iteration 9Q: 3 clusters Score -2.597085e+07 nChanged 5142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71882 members Mstep: Class 2 contains 75485 members Entering Unmasked Estep Score: -25972674.000000 Penalty: 14578.334961 Iteration 10Q: 3 clusters Score -2.597267e+07 nChanged 5465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70509 members Mstep: Class 2 contains 76858 members Entering Unmasked Estep Score: -25974756.000000 Penalty: 14578.334961 Iteration 11Q: 3 clusters Score -2.597476e+07 nChanged 5966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68617 members Mstep: Class 2 contains 78750 members Entering Unmasked Estep Score: -25977570.000000 Penalty: 14578.334961 Iteration 12Q: 3 clusters Score -2.597757e+07 nChanged 6493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66314 members Mstep: Class 2 contains 81053 members Entering Unmasked Estep Score: -25981158.000000 Penalty: 14578.334961 Iteration 13Q: 3 clusters Score -2.598116e+07 nChanged 6817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63731 members Mstep: Class 2 contains 83636 members Entering Unmasked Estep Score: -25985026.000000 Penalty: 14578.334961 Iteration 14Q: 3 clusters Score -2.598503e+07 nChanged 6722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61003 members Mstep: Class 2 contains 86364 members Entering Unmasked Estep Score: -25988702.000000 Penalty: 14578.334961 Iteration 15Q: 3 clusters Score -2.59887e+07 nChanged 5918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58429 members Mstep: Class 2 contains 88938 members Entering Unmasked Estep Score: -25991218.000000 Penalty: 14578.334961 Iteration 16Q: 3 clusters Score -2.599122e+07 nChanged 4582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56157 members Mstep: Class 2 contains 91210 members Entering Unmasked Estep Score: -25992930.000000 Penalty: 14578.334961 Iteration 17Q: 3 clusters Score -2.599293e+07 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54006 members Mstep: Class 2 contains 93361 members Entering Unmasked Estep Score: -25993846.000000 Penalty: 14578.334961 Iteration 18Q: 3 clusters Score -2.599385e+07 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51960 members Mstep: Class 2 contains 95407 members Entering Unmasked Estep Score: -25994672.000000 Penalty: 14578.334961 Iteration 19Q: 3 clusters Score -2.599467e+07 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49959 members Mstep: Class 2 contains 97408 members Entering Unmasked Estep Score: -25995398.000000 Penalty: 14578.334961 Iteration 20F: 3 clusters Score -2.59954e+07 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47838 members Mstep: Class 2 contains 99529 members Entering Unmasked Estep Score: -25996022.000000 Penalty: 14578.334961 Iteration 21Q: 3 clusters Score -2.599602e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45648 members Mstep: Class 2 contains 101719 members Entering Unmasked Estep Score: -25996572.000000 Penalty: 14578.334961 Iteration 22Q: 3 clusters Score -2.599657e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 103962 members Entering Unmasked Estep Score: -25997226.000000 Penalty: 14578.334961 Iteration 23Q: 3 clusters Score -2.599723e+07 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41167 members Mstep: Class 2 contains 106200 members Entering Unmasked Estep Score: -25997900.000000 Penalty: 14578.334961 Iteration 24Q: 3 clusters Score -2.59979e+07 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38767 members Mstep: Class 2 contains 108600 members Entering Unmasked Estep Score: -25998780.000000 Penalty: 14578.334961 Iteration 25Q: 3 clusters Score -2.599878e+07 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36283 members Mstep: Class 2 contains 111084 members Entering Unmasked Estep Score: -25999664.000000 Penalty: 14578.334961 Iteration 26Q: 3 clusters Score -2.599966e+07 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33706 members Mstep: Class 2 contains 113661 members Entering Unmasked Estep Score: -26000554.000000 Penalty: 14578.334961 Iteration 27Q: 3 clusters Score -2.600055e+07 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31014 members Mstep: Class 2 contains 116353 members Entering Unmasked Estep Score: -26001486.000000 Penalty: 14578.334961 Iteration 28Q: 3 clusters Score -2.600149e+07 nChanged 2705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28313 members Mstep: Class 2 contains 119054 members Entering Unmasked Estep Score: -26002510.000000 Penalty: 14578.334961 Iteration 29Q: 3 clusters Score -2.600251e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25674 members Mstep: Class 2 contains 121693 members Entering Unmasked Estep Score: -26003648.000000 Penalty: 14578.334961 Iteration 30Q: 3 clusters Score -2.600365e+07 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23118 members Mstep: Class 2 contains 124249 members Entering Unmasked Estep Score: -26004836.000000 Penalty: 14578.334961 Iteration 31Q: 3 clusters Score -2.600484e+07 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 126788 members Entering Unmasked Estep Score: -26005870.000000 Penalty: 14578.334961 Iteration 32Q: 3 clusters Score -2.600587e+07 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18126 members Mstep: Class 2 contains 129241 members Entering Unmasked Estep Score: -26006856.000000 Penalty: 14578.334961 Iteration 33Q: 3 clusters Score -2.600686e+07 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 131526 members Entering Unmasked Estep Score: -26007772.000000 Penalty: 14578.334961 Iteration 34Q: 3 clusters Score -2.600777e+07 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 133720 members Entering Unmasked Estep Score: -26009000.000000 Penalty: 14578.334961 Iteration 35Q: 3 clusters Score -2.6009e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 135809 members Entering Unmasked Estep Score: -26010050.000000 Penalty: 14578.334961 Iteration 36Q: 3 clusters Score -2.601005e+07 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 137713 members Entering Unmasked Estep Score: -26011100.000000 Penalty: 14578.334961 Iteration 37Q: 3 clusters Score -2.60111e+07 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 139391 members Entering Unmasked Estep Score: -26012192.000000 Penalty: 14578.334961 Iteration 38Q: 3 clusters Score -2.601219e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 140807 members Entering Unmasked Estep Score: -26013102.000000 Penalty: 14578.334961 Iteration 39Q: 3 clusters Score -2.60131e+07 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 141938 members Entering Unmasked Estep Score: -26013874.000000 Penalty: 14578.334961 Iteration 40F: 3 clusters Score -2.601387e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 142807 members Entering Unmasked Estep Score: -26014416.000000 Penalty: 14578.334961 Iteration 41Q: 3 clusters Score -2.601442e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 143470 members Entering Unmasked Estep Score: -26014848.000000 Penalty: 14578.334961 Iteration 42Q: 3 clusters Score -2.601485e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 143946 members Entering Unmasked Estep Score: -26015126.000000 Penalty: 14578.334961 Iteration 43Q: 3 clusters Score -2.601513e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 144288 members Entering Unmasked Estep Score: -26015338.000000 Penalty: 14578.334961 Iteration 44Q: 3 clusters Score -2.601534e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 144523 members Entering Unmasked Estep Score: -26015500.000000 Penalty: 14578.334961 Iteration 45Q: 3 clusters Score -2.60155e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 144695 members Entering Unmasked Estep Score: -26015584.000000 Penalty: 14578.334961 Iteration 46Q: 3 clusters Score -2.601558e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 144803 members Entering Unmasked Estep Score: -26015636.000000 Penalty: 14578.334961 Iteration 47Q: 3 clusters Score -2.601564e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 144879 members Entering Unmasked Estep Score: -26015662.000000 Penalty: 14578.334961 Iteration 48Q: 3 clusters Score -2.601566e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 144949 members Entering Unmasked Estep Score: -26015668.000000 Penalty: 14578.334961 Iteration 49Q: 3 clusters Score -2.601567e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 145008 members Entering Unmasked Estep Score: -26015668.000000 Penalty: 14578.334961 Iteration 50Q: 3 clusters Score -2.601567e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 145057 members Entering Unmasked Estep Score: -26015694.000000 Penalty: 14578.334961 Iteration 51Q: 3 clusters Score -2.601569e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 145101 members Entering Unmasked Estep Score: -26015742.000000 Penalty: 14578.334961 Iteration 52Q: 3 clusters Score -2.601574e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 145132 members Entering Unmasked Estep Score: -26015780.000000 Penalty: 14578.334961 Iteration 53Q: 3 clusters Score -2.601578e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 145164 members Entering Unmasked Estep Score: -26015818.000000 Penalty: 14578.334961 Iteration 54Q: 3 clusters Score -2.601582e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 145200 members Entering Unmasked Estep Score: -26015830.000000 Penalty: 14578.334961 Iteration 55Q: 3 clusters Score -2.601583e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 145231 members Entering Unmasked Estep Score: -26015878.000000 Penalty: 14578.334961 Iteration 56Q: 3 clusters Score -2.601588e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 145256 members Entering Unmasked Estep Score: -26015890.000000 Penalty: 14578.334961 Iteration 57Q: 3 clusters Score -2.601589e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 145277 members Entering Unmasked Estep Score: -26015930.000000 Penalty: 14578.334961 Iteration 58Q: 3 clusters Score -2.601593e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 145303 members Entering Unmasked Estep Score: -26015932.000000 Penalty: 14578.334961 Iteration 59Q: 3 clusters Score -2.601593e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 145330 members Entering Unmasked Estep Score: -26015942.000000 Penalty: 14578.334961 Iteration 60F: 3 clusters Score -2.601594e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 145354 members Entering Unmasked Estep Score: -26015974.000000 Penalty: 14578.334961 Iteration 61Q: 3 clusters Score -2.601597e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 145373 members Entering Unmasked Estep Score: -26015992.000000 Penalty: 14578.334961 Iteration 62Q: 3 clusters Score -2.601599e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 145385 members Entering Unmasked Estep Score: -26016030.000000 Penalty: 14578.334961 Iteration 63Q: 3 clusters Score -2.601603e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 145403 members Entering Unmasked Estep Score: -26016020.000000 Penalty: 14578.334961 Iteration 64Q: 3 clusters Score -2.601602e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 145419 members Entering Unmasked Estep Score: -26016026.000000 Penalty: 14578.334961 Iteration 65Q: 3 clusters Score -2.601603e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 145428 members Entering Unmasked Estep Score: -26016030.000000 Penalty: 14578.334961 Iteration 66Q: 3 clusters Score -2.601603e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 145436 members Entering Unmasked Estep Score: -26016040.000000 Penalty: 14578.334961 Iteration 67Q: 3 clusters Score -2.601604e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 145451 members Entering Unmasked Estep Score: -26016032.000000 Penalty: 14578.334961 Iteration 68Q: 3 clusters Score -2.601603e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 145463 members Entering Unmasked Estep Score: -26016044.000000 Penalty: 14578.334961 Iteration 69Q: 3 clusters Score -2.601604e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 145467 members Entering Unmasked Estep Score: -26016050.000000 Penalty: 14578.334961 Iteration 70Q: 3 clusters Score -2.601605e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 145472 members Entering Unmasked Estep Score: -26016056.000000 Penalty: 14578.334961 Iteration 71Q: 3 clusters Score -2.601606e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 145478 members Entering Unmasked Estep Score: -26016036.000000 Penalty: 14578.334961 Iteration 72Q: 3 clusters Score -2.601604e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 145483 members Entering Unmasked Estep Score: -26016048.000000 Penalty: 14578.334961 Iteration 73Q: 3 clusters Score -2.601605e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 145486 members Entering Unmasked Estep Score: -26016042.000000 Penalty: 14578.334961 Iteration 74Q: 3 clusters Score -2.601604e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 145488 members Entering Unmasked Estep Score: -26016050.000000 Penalty: 14578.334961 Iteration 75Q: 3 clusters Score -2.601605e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 145491 members Entering Unmasked Estep Score: -26016050.000000 Penalty: 14578.334961 Iteration 76Q: 3 clusters Score -2.601605e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 145496 members Entering Unmasked Estep Score: -26016056.000000 Penalty: 14578.334961 Iteration 77Q: 3 clusters Score -2.601606e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 145498 members Entering Unmasked Estep Score: -26016056.000000 Penalty: 14578.334961 Iteration 78Q: 3 clusters Score -2.601606e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 145499 members Entering Unmasked Estep Score: -26016044.000000 Penalty: 14578.334961 Iteration 79Q: 3 clusters Score -2.601604e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 145497 members Entering Unmasked Estep Score: -26016062.000000 Penalty: 14578.334961 Iteration 80F: 3 clusters Score -2.601606e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1120 members Mstep: Class 4 contains 24232 members Mstep: Class 5 contains 25798 members Mstep: Class 6 contains 12150 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46208 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3901 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 4829 members Mstep: Class 15 contains 1003 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1462 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep ConsiderDeletion Score: -70950976.000000 Penalty: 150353.421875 Iteration 39Q: 20 clusters Score -7.095098e+07 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18553 members Mstep: Class 4 contains 24227 members Mstep: Class 5 contains 25925 members Mstep: Class 6 contains 12100 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46214 members Mstep: Class 9 contains 355 members Mstep: Class 10 contains 102258 members Mstep: Class 11 contains 3888 members Mstep: Class 12 contains 344 members Mstep: Class 13 contains 6161 members Mstep: Class 14 contains 4728 members Mstep: Class 15 contains 1003 members Mstep: Class 16 contains 9036 members Mstep: Class 17 contains 737 members Mstep: Class 20 contains 1466 members Mstep: Class 21 contains 147432 members Entering Unmasked Estep ConsiderDeletion Score: -70952136.000000 Penalty: 150353.421875 Iteration 40F: 20 clusters Score -7.095214e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18627 members Mstep: Class 4 contains 24204 members Mstep: Class 5 contains 25973 members Mstep: Class 6 contains 12068 members Mstep: Class 7 contains 1609 members Mstep: Class 8 contains 46218 members Mstep: Class 9 contains 356 members Mstep: Class 10 contains 102255 members Mstep: Class 11 contains 3880 members Mstep: Class 12 contains 353 members Mstep: Class 13 contains 6158 members Mstep: Class 14 contains 4736 members Mstep: Class 15 contains 1000 members Mstep: Class 16 contains 9046 members Mstep: Class 17 contains 734 members Mstep: Class 20 contains 1473 members Mstep: Class 21 contains 147371 members Entering Unmasked Estep ConsiderDeletion Score: -70953160.000000 Penalty: 150353.421875 Iteration 41Q: 20 clusters Score -7.095316e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1076 members Mstep: Class 3 contains 18699 members Mstep: Class 4 contains 24184 members Mstep: Class 5 contains 26011 members Mstep: Class 6 contains 12038 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 46230 members Mstep: Class 9 contains 353 members Mstep: Class 10 contains 102247 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 365 members Mstep: Class 13 contains 6155 members Mstep: Class 14 contains 4738 members Mstep: Class 15 contains 1001 members Mstep: Class 16 contains 9040 members Mstep: Class 17 contains 732 members Mstep: Class 20 contains 1473 members Mstep: Class 21 contains 147357 members Entering Unmasked Estep ConsiderDeletion Score: -70953248.000000 Penalty: 150353.421875 Iteration 42Q: 20 clusters Score -7.095325e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1074 members Mstep: Class 3 contains 18741 members Mstep: Class 4 contains 24171 members Mstep: Class 5 contains 26043 members Mstep: Class 6 contains 12011 members Mstep: Class 7 contains 1613 members Mstep: Class 8 contains 46249 members Mstep: Class 9 contains 350 members Mstep: Class 10 contains 102249 members Mstep: Class 11 contains 3804 members Mstep: Class 12 contains 387 members Mstep: Class 13 contains 6155 members Mstep: Class 14 contains 4732 members Mstep: Class 15 contains 1003 members Mstep: Class 16 contains 9031 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1477 members Mstep: Class 21 contains 147354 members Entering Unmasked Estep ConsiderDeletion Score: -70953552.000000 Penalty: 150353.421875 Iteration 43Q: 20 clusters Score -7.095355e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18772 members Mstep: Class 4 contains 24164 members Mstep: Class 5 contains 26088 members Mstep: Class 6 contains 11992 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46266 members Mstep: Class 9 contains 346 members Mstep: Class 10 contains 102245 members Mstep: Class 11 contains 3764 members Mstep: Class 12 contains 419 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4717 members Mstep: Class 15 contains 1005 members Mstep: Class 16 contains 9016 members Mstep: Class 17 contains 728 members Mstep: Class 20 contains 1480 members Mstep: Class 21 contains 147364 members Entering Unmasked Estep ConsiderDeletion Score: -70953904.000000 Penalty: 150353.421875 Iteration 44Q: 20 clusters Score -7.09539e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18785 members Mstep: Class 4 contains 24157 members Mstep: Class 5 contains 26138 members Mstep: Class 6 contains 11978 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46277 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 102249 members Mstep: Class 11 contains 3713 members Mstep: Class 12 contains 459 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4709 members Mstep: Class 15 contains 1006 members Mstep: Class 16 contains 9010 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 147376 members Entering Unmasked Estep ConsiderDeletion Score: -70954176.000000 Penalty: 150353.421875 Iteration 45Q: 20 clusters Score -7.095418e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18792 members Mstep: Class 4 contains 24147 members Mstep: Class 5 contains 26164 members Mstep: Class 6 contains 11974 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46294 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102238 members Mstep: Class 11 contains 3678 members Mstep: Class 12 contains 491 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4702 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 9005 members Mstep: Class 17 contains 728 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147398 members Entering Unmasked Estep ConsiderDeletion Score: -70954432.000000 Penalty: 150353.421875 Iteration 46Q: 20 clusters Score -7.095443e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18806 members Mstep: Class 4 contains 24136 members Mstep: Class 5 contains 26189 members Mstep: Class 6 contains 11975 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46304 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102235 members Mstep: Class 11 contains 3634 members Mstep: Class 12 contains 510 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4696 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8997 members Mstep: Class 17 contains 728 members Mstep: Class 20 contains 1474 members Mstep: Class 21 contains 147418 members Entering Unmasked Estep ConsiderDeletion Score: -70954576.000000 Penalty: 150353.421875 Iteration 47Q: 20 clusters Score -7.095458e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18804 members Mstep: Class 4 contains 24132 members Mstep: Class 5 contains 26216 members Mstep: Class 6 contains 11987 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46309 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102230 members Mstep: Class 11 contains 3606 members Mstep: Class 12 contains 527 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4702 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8993 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1472 members Mstep: Class 21 contains 147409 members Entering Unmasked Estep ConsiderDeletion Score: -70954720.000000 Penalty: 150353.421875 Iteration 48Q: 20 clusters Score -7.095472e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18802 members Mstep: Class 4 contains 24118 members Mstep: Class 5 contains 26244 members Mstep: Class 6 contains 11985 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46318 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102230 members Mstep: Class 11 contains 3594 members Mstep: Class 12 contains 534 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4707 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8993 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1472 members Mstep: Class 21 contains 147396 members Entering Unmasked Estep ConsiderDeletion Score: -70954896.000000 Penalty: 150353.421875 Iteration 49Q: 20 clusters Score -7.09549e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18804 members Mstep: Class 4 contains 24098 members Mstep: Class 5 contains 26260 members Mstep: Class 6 contains 11982 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46323 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102227 members Mstep: Class 11 contains 3601 members Mstep: Class 12 contains 538 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4702 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8992 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1472 members Mstep: Class 21 contains 147398 members Entering Unmasked Estep ConsiderDeletion Score: -70954968.000000 Penalty: 150353.421875 Iteration 50Q: 20 clusters Score -7.095497e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18807 members Mstep: Class 4 contains 24075 members Mstep: Class 5 contains 26280 members Mstep: Class 6 contains 11976 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46332 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102220 members Mstep: Class 11 contains 3611 members Mstep: Class 12 contains 539 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4695 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8994 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1473 members Mstep: Class 21 contains 147398 members Entering Unmasked Estep ConsiderDeletion Score: -70954928.000000 Penalty: 150353.421875 Iteration 51Q: 20 clusters Score -7.095493e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18806 members Mstep: Class 4 contains 24039 members Mstep: Class 5 contains 26294 members Mstep: Class 6 contains 11970 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46340 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102217 members Mstep: Class 11 contains 3641 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4692 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8993 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1473 members Mstep: Class 21 contains 147396 members Entering Unmasked Estep ConsiderDeletion Score: -70955080.000000 Penalty: 150353.421875 Iteration 52Q: 20 clusters Score -7.095508e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18807 members Mstep: Class 4 contains 24002 members Mstep: Class 5 contains 26302 members Mstep: Class 6 contains 11962 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46349 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102203 members Mstep: Class 11 contains 3693 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4691 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8990 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1474 members Mstep: Class 21 contains 147389 members Entering Unmasked Estep ConsiderDeletion Score: -70955216.000000 Penalty: 150353.421875 Iteration 53Q: 20 clusters Score -7.095522e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18810 members Mstep: Class 4 contains 23957 members Mstep: Class 5 contains 26318 members Mstep: Class 6 contains 11957 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46356 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102182 members Mstep: Class 11 contains 3766 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6154 members Mstep: Class 14 contains 4687 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8988 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147366 members Entering Unmasked Estep ConsiderDeletion Score: -70955264.000000 Penalty: 150353.421875 Iteration 54Q: 20 clusters Score -7.095526e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18809 members Mstep: Class 4 contains 23866 members Mstep: Class 5 contains 26330 members Mstep: Class 6 contains 11955 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46363 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102165 members Mstep: Class 11 contains 3860 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4684 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8989 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147367 members Entering Unmasked Estep ConsiderDeletion Score: -70955576.000000 Penalty: 150353.421875 Iteration 55Q: 20 clusters Score -7.095558e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18805 members Mstep: Class 4 contains 23767 members Mstep: Class 5 contains 26349 members Mstep: Class 6 contains 11956 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46371 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102146 members Mstep: Class 11 contains 3962 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4679 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8989 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147364 members Entering Unmasked Estep ConsiderDeletion Score: -70955872.000000 Penalty: 150353.421875 Iteration 56Q: 20 clusters Score -7.095587e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18806 members Mstep: Class 4 contains 23676 members Mstep: Class 5 contains 26366 members Mstep: Class 6 contains 11956 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46378 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102123 members Mstep: Class 11 contains 4077 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4673 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8980 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147353 members Entering Unmasked Estep ConsiderDeletion Score: -70956024.000000 Penalty: 150353.421875 Iteration 57Q: 20 clusters Score -7.095602e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18812 members Mstep: Class 4 contains 23609 members Mstep: Class 5 contains 26385 members Mstep: Class 6 contains 11952 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46386 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102090 members Mstep: Class 11 contains 4201 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4664 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8976 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147313 members Entering Unmasked Estep ConsiderDeletion Score: -70956192.000000 Penalty: 150353.421875 Iteration 58Q: 20 clusters Score -7.095619e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18813 members Mstep: Class 4 contains 23556 members Mstep: Class 5 contains 26400 members Mstep: Class 6 contains 11948 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46400 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102074 members Mstep: Class 11 contains 4309 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4655 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147262 members Entering Unmasked Estep ConsiderDeletion Score: -70956552.000000 Penalty: 150353.421875 Iteration 59Q: 20 clusters Score -7.095655e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 18815 members Mstep: Class 4 contains 23522 members Mstep: Class 5 contains 26414 members Mstep: Class 6 contains 11954 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46411 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 102030 members Mstep: Class 11 contains 4394 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 6153 members Mstep: Class 14 contains 4645 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147234 members Entering Unmasked Estep ConsiderDeletion Score: -70957368.000000 Penalty: 150353.421875 Iteration 60F: 20 clusters Score -7.095737e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1076 members Mstep: Class 3 contains 18816 members Mstep: Class 4 contains 23433 members Mstep: Class 5 contains 26430 members Mstep: Class 6 contains 11946 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46417 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101822 members Mstep: Class 11 contains 4735 members Mstep: Class 12 contains 571 members Mstep: Class 13 contains 6149 members Mstep: Class 14 contains 4637 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8966 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 147190 members Entering Unmasked Estep ConsiderDeletion Score: -70958136.000000 Penalty: 150353.421875 Iteration 61Q: 20 clusters Score -7.095814e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18818 members Mstep: Class 4 contains 23402 members Mstep: Class 5 contains 26452 members Mstep: Class 6 contains 11940 members Mstep: Class 7 contains 1616 members Mstep: Class 8 contains 46427 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101653 members Mstep: Class 11 contains 4977 members Mstep: Class 12 contains 587 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4623 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8964 members Mstep: Class 17 contains 731 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 147140 members Entering Unmasked Estep ConsiderDeletion Score: -70958568.000000 Penalty: 150353.421875 Iteration 62Q: 20 clusters Score -7.095857e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18819 members Mstep: Class 4 contains 23390 members Mstep: Class 5 contains 26473 members Mstep: Class 6 contains 11944 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46436 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101527 members Mstep: Class 11 contains 5136 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4612 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8963 members Mstep: Class 17 contains 731 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 147088 members Entering Unmasked Estep ConsiderDeletion Score: -70958592.000000 Penalty: 150353.421875 Iteration 63Q: 20 clusters Score -7.095859e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18819 members Mstep: Class 4 contains 23387 members Mstep: Class 5 contains 26486 members Mstep: Class 6 contains 11946 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46442 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101465 members Mstep: Class 11 contains 5233 members Mstep: Class 12 contains 630 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4604 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8959 members Mstep: Class 17 contains 730 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 147046 members Entering Unmasked Estep ConsiderDeletion Score: -70958624.000000 Penalty: 150353.421875 Iteration 64Q: 20 clusters Score -7.095862e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18822 members Mstep: Class 4 contains 23406 members Mstep: Class 5 contains 26500 members Mstep: Class 6 contains 11945 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46449 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101422 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 649 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4596 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8961 members Mstep: Class 17 contains 730 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 146994 members Entering Unmasked Estep ConsiderDeletion Score: -70958744.000000 Penalty: 150353.421875 Iteration 65Q: 20 clusters Score -7.095874e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18825 members Mstep: Class 4 contains 23411 members Mstep: Class 5 contains 26509 members Mstep: Class 6 contains 11939 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46453 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101396 members Mstep: Class 11 contains 5332 members Mstep: Class 12 contains 676 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4594 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8962 members Mstep: Class 17 contains 729 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 146961 members Entering Unmasked Estep ConsiderDeletion Score: -70958912.000000 Penalty: 150353.421875 Iteration 66Q: 20 clusters Score -7.095891e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18823 members Mstep: Class 4 contains 23427 members Mstep: Class 5 contains 26513 members Mstep: Class 6 contains 11940 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46457 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101376 members Mstep: Class 11 contains 5357 members Mstep: Class 12 contains 696 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4592 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8963 members Mstep: Class 17 contains 727 members Mstep: Class 20 contains 1476 members Mstep: Class 21 contains 146929 members Entering Unmasked Estep ConsiderDeletion Score: -70958960.000000 Penalty: 150353.421875 Iteration 67Q: 20 clusters Score -7.095896e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18824 members Mstep: Class 4 contains 23438 members Mstep: Class 5 contains 26519 members Mstep: Class 6 contains 11940 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46460 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101369 members Mstep: Class 11 contains 5384 members Mstep: Class 12 contains 706 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4590 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8962 members Mstep: Class 17 contains 726 members Mstep: Class 20 contains 1472 members Mstep: Class 21 contains 146892 members Entering Unmasked Estep ConsiderDeletion Score: -70958944.000000 Penalty: 150353.421875 Iteration 68Q: 20 clusters Score -7.095894e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18823 members Mstep: Class 4 contains 23439 members Mstep: Class 5 contains 26525 members Mstep: Class 6 contains 11940 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46462 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101363 members Mstep: Class 11 contains 5406 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4588 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8963 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1471 members Mstep: Class 21 contains 146868 members Entering Unmasked Estep ConsiderDeletion Score: -70958904.000000 Penalty: 150353.421875 Iteration 69Q: 20 clusters Score -7.09589e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18822 members Mstep: Class 4 contains 23449 members Mstep: Class 5 contains 26529 members Mstep: Class 6 contains 11942 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46464 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101357 members Mstep: Class 11 contains 5417 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4587 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8964 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1469 members Mstep: Class 21 contains 146846 members Entering Unmasked Estep ConsiderDeletion Score: -70959024.000000 Penalty: 150353.421875 Iteration 70Q: 20 clusters Score -7.095902e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18819 members Mstep: Class 4 contains 23454 members Mstep: Class 5 contains 26530 members Mstep: Class 6 contains 11942 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46467 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101353 members Mstep: Class 11 contains 5433 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4585 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8964 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1469 members Mstep: Class 21 contains 146829 members Entering Unmasked Estep ConsiderDeletion Score: -70959088.000000 Penalty: 150353.421875 Iteration 71Q: 20 clusters Score -7.095909e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18819 members Mstep: Class 4 contains 23455 members Mstep: Class 5 contains 26530 members Mstep: Class 6 contains 11944 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46466 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101350 members Mstep: Class 11 contains 5444 members Mstep: Class 12 contains 725 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4584 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8962 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146821 members Entering Unmasked Estep ConsiderDeletion Score: -70959072.000000 Penalty: 150353.421875 Iteration 72Q: 20 clusters Score -7.095907e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18818 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26536 members Mstep: Class 6 contains 11947 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46467 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101347 members Mstep: Class 11 contains 5449 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4580 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8962 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146806 members Entering Unmasked Estep ConsiderDeletion Score: -70959120.000000 Penalty: 150353.421875 Iteration 73Q: 20 clusters Score -7.095912e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18819 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 26538 members Mstep: Class 6 contains 11947 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101345 members Mstep: Class 11 contains 5455 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4574 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8963 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146805 members Entering Unmasked Estep ConsiderDeletion Score: -70959128.000000 Penalty: 150353.421875 Iteration 74Q: 20 clusters Score -7.095913e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18820 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26544 members Mstep: Class 6 contains 11945 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101343 members Mstep: Class 11 contains 5461 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4570 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8964 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146798 members Entering Unmasked Estep ConsiderDeletion Score: -70959112.000000 Penalty: 150353.421875 Iteration 75Q: 20 clusters Score -7.095911e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18822 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26547 members Mstep: Class 6 contains 11944 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101341 members Mstep: Class 11 contains 5469 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4561 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8965 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146794 members Entering Unmasked Estep ConsiderDeletion Score: -70959096.000000 Penalty: 150353.421875 Iteration 76Q: 20 clusters Score -7.09591e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18820 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26551 members Mstep: Class 6 contains 11942 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46470 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101341 members Mstep: Class 11 contains 5478 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4558 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8965 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146787 members Entering Unmasked Estep ConsiderDeletion Score: -70959088.000000 Penalty: 150353.421875 Iteration 77Q: 20 clusters Score -7.095909e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18826 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26550 members Mstep: Class 6 contains 11942 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46470 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101339 members Mstep: Class 11 contains 5488 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4549 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8966 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146783 members Entering Unmasked Estep ConsiderDeletion Score: -70959040.000000 Penalty: 150353.421875 Iteration 78Q: 20 clusters Score -7.095904e+07 nChanged 29 Entering ConstructFrom: Score: -70959040.000000 Penalty: 150353.421875 Entering ConstructFrom: Trying to split cluster 1 (760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Entering Unmasked Estep Score: -120583.484375 Penalty: 4062.907471 Iteration 0F: 2 clusters Score -120583.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -116878.398438 Penalty: 8125.814941 Iteration 0F: 3 clusters Score -116878.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -117392.812500 Penalty: 8125.814941 Iteration 1F: 3 clusters Score -117392.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -117625.984375 Penalty: 8125.814941 Iteration 2F: 3 clusters Score -117626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -117811.078125 Penalty: 8125.814941 Iteration 3Q: 3 clusters Score -117811.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -118066.921875 Penalty: 8125.814941 Iteration 4Q: 3 clusters Score -118066.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -118248.585938 Penalty: 8125.814941 Iteration 5Q: 3 clusters Score -118248.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -118334.546875 Penalty: 8125.814941 Iteration 6Q: 3 clusters Score -118334.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -118399.734375 Penalty: 8125.814941 Iteration 7Q: 3 clusters Score -118399.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -118426.679688 Penalty: 8125.814941 Iteration 8Q: 3 clusters Score -118426.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -118439.312500 Penalty: 8125.814941 Iteration 9Q: 3 clusters Score -118439.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -118444.492188 Penalty: 8125.814941 Iteration 10Q: 3 clusters Score -118444.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -118451.703125 Penalty: 8125.814941 Iteration 11Q: 3 clusters Score -118451.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -118451.703125 Penalty: 8125.814941 Iteration 12F: 3 clusters Score -118451.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Entering Unmasked Estep Score: -148252.718750 Penalty: 4276.435059 Iteration 0F: 2 clusters Score -148252.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -144635.578125 Penalty: 8552.870117 Iteration 0F: 3 clusters Score -144635.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -146719.937500 Penalty: 8552.870117 Iteration 1F: 3 clusters Score -146719.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -148030.593750 Penalty: 8552.870117 Iteration 2F: 3 clusters Score -148030.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -148903.343750 Penalty: 8552.870117 Iteration 3F: 3 clusters Score -148903.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -149405.578125 Penalty: 8552.870117 Iteration 4Q: 3 clusters Score -149405.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -149878.718750 Penalty: 8552.870117 Iteration 5Q: 3 clusters Score -149878.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -150441.375000 Penalty: 8552.870117 Iteration 6Q: 3 clusters Score -150441.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -151178.812500 Penalty: 8552.870117 Iteration 7Q: 3 clusters Score -151178.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -151316.640625 Penalty: 8552.870117 Iteration 8Q: 3 clusters Score -151316.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -151463.546875 Penalty: 8552.870117 Iteration 9Q: 3 clusters Score -151463.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -151503.937500 Penalty: 8552.870117 Iteration 10Q: 3 clusters Score -151503.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -151515.234375 Penalty: 8552.870117 Iteration 11Q: 3 clusters Score -151515.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -151517.968750 Penalty: 8552.870117 Iteration 12Q: 3 clusters Score -151518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -151524.453125 Penalty: 8552.870117 Iteration 13Q: 3 clusters Score -151524.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -151530.890625 Penalty: 8552.870117 Iteration 14Q: 3 clusters Score -151530.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -151530.890625 Penalty: 8552.870117 Iteration 15F: 3 clusters Score -151530.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 247 members Mstep: Class 3 contains 18825 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26554 members Mstep: Class 6 contains 11943 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101340 members Mstep: Class 11 contains 5495 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4542 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 18 contains 830 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146778 members Entering Unmasked Estep Score: -70958672.000000 Penalty: 158266.750000 Splitting cluster 2 changes total score from -70959040.000000 to -70958672.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (18825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Entering Unmasked Estep Score: -3348960.000000 Penalty: 6028.801758 Iteration 0F: 2 clusters Score -3348960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -3333285.000000 Penalty: 12057.603516 Iteration 0F: 3 clusters Score -3333285 nChanged 7564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -3337257.750000 Penalty: 12057.603516 Iteration 1F: 3 clusters Score -3337258 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -3337792.250000 Penalty: 12057.603516 Iteration 2F: 3 clusters Score -3337792 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -3338136.500000 Penalty: 12057.603516 Iteration 3Q: 3 clusters Score -3338136 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -3338379.750000 Penalty: 12057.603516 Iteration 4Q: 3 clusters Score -3338380 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -3338573.250000 Penalty: 12057.603516 Iteration 5Q: 3 clusters Score -3338573 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -3338750.500000 Penalty: 12057.603516 Iteration 6Q: 3 clusters Score -3338750 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -3338896.250000 Penalty: 12057.603516 Iteration 7Q: 3 clusters Score -3338896 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -3339034.500000 Penalty: 12057.603516 Iteration 8Q: 3 clusters Score -3339034 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -3339176.250000 Penalty: 12057.603516 Iteration 9Q: 3 clusters Score -3339176 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -3339314.750000 Penalty: 12057.603516 Iteration 10Q: 3 clusters Score -3339315 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -3339453.000000 Penalty: 12057.603516 Iteration 11Q: 3 clusters Score -3339453 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -3339603.250000 Penalty: 12057.603516 Iteration 12Q: 3 clusters Score -3339603 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -3339796.500000 Penalty: 12057.603516 Iteration 13Q: 3 clusters Score -3339796 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -3339954.250000 Penalty: 12057.603516 Iteration 14Q: 3 clusters Score -3339954 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -3340111.500000 Penalty: 12057.603516 Iteration 15Q: 3 clusters Score -3340112 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -3340270.750000 Penalty: 12057.603516 Iteration 16Q: 3 clusters Score -3340271 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -3340403.500000 Penalty: 12057.603516 Iteration 17Q: 3 clusters Score -3340404 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -3340513.000000 Penalty: 12057.603516 Iteration 18Q: 3 clusters Score -3340513 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -3340617.250000 Penalty: 12057.603516 Iteration 19Q: 3 clusters Score -3340617 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -3340717.500000 Penalty: 12057.603516 Iteration 20F: 3 clusters Score -3340718 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -3340831.500000 Penalty: 12057.603516 Iteration 21Q: 3 clusters Score -3340832 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -3340889.000000 Penalty: 12057.603516 Iteration 22Q: 3 clusters Score -3340889 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -3340975.750000 Penalty: 12057.603516 Iteration 23Q: 3 clusters Score -3340976 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -3341056.250000 Penalty: 12057.603516 Iteration 24Q: 3 clusters Score -3341056 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -3341140.500000 Penalty: 12057.603516 Iteration 25Q: 3 clusters Score -3341140 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -3341208.000000 Penalty: 12057.603516 Iteration 26Q: 3 clusters Score -3341208 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -3341301.500000 Penalty: 12057.603516 Iteration 27Q: 3 clusters Score -3341302 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -3341350.500000 Penalty: 12057.603516 Iteration 28Q: 3 clusters Score -3341350 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -3341415.500000 Penalty: 12057.603516 Iteration 29Q: 3 clusters Score -3341416 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -3341488.750000 Penalty: 12057.603516 Iteration 30Q: 3 clusters Score -3341489 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -3341529.000000 Penalty: 12057.603516 Iteration 31Q: 3 clusters Score -3341529 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -3341600.000000 Penalty: 12057.603516 Iteration 32Q: 3 clusters Score -3341600 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -3341661.750000 Penalty: 12057.603516 Iteration 33Q: 3 clusters Score -3341662 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -3341713.000000 Penalty: 12057.603516 Iteration 34Q: 3 clusters Score -3341713 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -3341754.500000 Penalty: 12057.603516 Iteration 35Q: 3 clusters Score -3341754 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -3341814.250000 Penalty: 12057.603516 Iteration 36Q: 3 clusters Score -3341814 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -3341872.500000 Penalty: 12057.603516 Iteration 37Q: 3 clusters Score -3341872 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -3341889.500000 Penalty: 12057.603516 Iteration 38Q: 3 clusters Score -3341890 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -3341929.750000 Penalty: 12057.603516 Iteration 39Q: 3 clusters Score -3341930 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -3341984.500000 Penalty: 12057.603516 Iteration 40F: 3 clusters Score -3341984 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -3342045.000000 Penalty: 12057.603516 Iteration 41Q: 3 clusters Score -3342045 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12311 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -3342127.500000 Penalty: 12057.603516 Iteration 42Q: 3 clusters Score -3342128 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -3342193.250000 Penalty: 12057.603516 Iteration 43Q: 3 clusters Score -3342193 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -3342280.750000 Penalty: 12057.603516 Iteration 44Q: 3 clusters Score -3342281 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -3342378.500000 Penalty: 12057.603516 Iteration 45Q: 3 clusters Score -3342378 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -3342484.500000 Penalty: 12057.603516 Iteration 46Q: 3 clusters Score -3342484 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -3342574.250000 Penalty: 12057.603516 Iteration 47Q: 3 clusters Score -3342574 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -3342689.000000 Penalty: 12057.603516 Iteration 48Q: 3 clusters Score -3342689 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -3342783.000000 Penalty: 12057.603516 Iteration 49Q: 3 clusters Score -3342783 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -3342897.000000 Penalty: 12057.603516 Iteration 50Q: 3 clusters Score -3342897 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -3343010.000000 Penalty: 12057.603516 Iteration 51Q: 3 clusters Score -3343010 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -3343110.250000 Penalty: 12057.603516 Iteration 52Q: 3 clusters Score -3343110 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -3343220.250000 Penalty: 12057.603516 Iteration 53Q: 3 clusters Score -3343220 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -3343307.500000 Penalty: 12057.603516 Iteration 54Q: 3 clusters Score -3343308 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -3343392.500000 Penalty: 12057.603516 Iteration 55Q: 3 clusters Score -3343392 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11920 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -3343447.500000 Penalty: 12057.603516 Iteration 56Q: 3 clusters Score -3343448 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -3343508.250000 Penalty: 12057.603516 Iteration 57Q: 3 clusters Score -3343508 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -3343547.750000 Penalty: 12057.603516 Iteration 58Q: 3 clusters Score -3343548 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -3343583.500000 Penalty: 12057.603516 Iteration 59Q: 3 clusters Score -3343584 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -3343604.000000 Penalty: 12057.603516 Iteration 60F: 3 clusters Score -3343604 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -3343610.750000 Penalty: 12057.603516 Iteration 61Q: 3 clusters Score -3343611 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -3343626.250000 Penalty: 12057.603516 Iteration 62Q: 3 clusters Score -3343626 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -3343624.750000 Penalty: 12057.603516 Iteration 63Q: 3 clusters Score -3343625 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -3343632.250000 Penalty: 12057.603516 Iteration 64Q: 3 clusters Score -3343632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -3343648.500000 Penalty: 12057.603516 Iteration 65Q: 3 clusters Score -3343648 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -3343650.250000 Penalty: 12057.603516 Iteration 66Q: 3 clusters Score -3343650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -3343651.250000 Penalty: 12057.603516 Iteration 67Q: 3 clusters Score -3343651 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -3343648.000000 Penalty: 12057.603516 Iteration 68Q: 3 clusters Score -3343648 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -3343651.000000 Penalty: 12057.603516 Iteration 69Q: 3 clusters Score -3343651 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -3343649.250000 Penalty: 12057.603516 Iteration 70Q: 3 clusters Score -3343649 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -3343656.000000 Penalty: 12057.603516 Iteration 71Q: 3 clusters Score -3343656 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -3343656.250000 Penalty: 12057.603516 Iteration 72Q: 3 clusters Score -3343656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -3343663.500000 Penalty: 12057.603516 Iteration 73Q: 3 clusters Score -3343664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -3343661.750000 Penalty: 12057.603516 Iteration 74Q: 3 clusters Score -3343662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -3343655.250000 Penalty: 12057.603516 Iteration 75Q: 3 clusters Score -3343655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -3343656.500000 Penalty: 12057.603516 Iteration 76Q: 3 clusters Score -3343656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -3343659.000000 Penalty: 12057.603516 Iteration 77Q: 3 clusters Score -3343659 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -3343657.500000 Penalty: 12057.603516 Iteration 78Q: 3 clusters Score -3343658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -3343659.250000 Penalty: 12057.603516 Iteration 79Q: 3 clusters Score -3343659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -3343660.250000 Penalty: 12057.603516 Iteration 80F: 3 clusters Score -3343660 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -3343663.500000 Penalty: 12057.603516 Iteration 81Q: 3 clusters Score -3343664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -3343663.500000 Penalty: 12057.603516 Iteration 82F: 3 clusters Score -3343664 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (23461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23461 members Entering Unmasked Estep Score: -4053020.000000 Penalty: 6163.645508 Iteration 0F: 2 clusters Score -4053020 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -4034287.750000 Penalty: 12327.291016 Iteration 0F: 3 clusters Score -4034288 nChanged 9769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -4039550.250000 Penalty: 12327.291016 Iteration 1F: 3 clusters Score -4039550 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -4040382.750000 Penalty: 12327.291016 Iteration 2F: 3 clusters Score -4040383 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -4041224.000000 Penalty: 12327.291016 Iteration 3F: 3 clusters Score -4041224 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -4042242.750000 Penalty: 12327.291016 Iteration 4F: 3 clusters Score -4042243 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12932 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -4043342.000000 Penalty: 12327.291016 Iteration 5F: 3 clusters Score -4043342 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -4044523.500000 Penalty: 12327.291016 Iteration 6F: 3 clusters Score -4044524 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14817 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -4045732.750000 Penalty: 12327.291016 Iteration 7F: 3 clusters Score -4045733 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15927 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -4046920.000000 Penalty: 12327.291016 Iteration 8F: 3 clusters Score -4046920 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17010 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -4047976.000000 Penalty: 12327.291016 Iteration 9F: 3 clusters Score -4047976 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -4048775.000000 Penalty: 12327.291016 Iteration 10Q: 3 clusters Score -4048775 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -4049344.000000 Penalty: 12327.291016 Iteration 11Q: 3 clusters Score -4049344 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19232 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -4049775.750000 Penalty: 12327.291016 Iteration 12Q: 3 clusters Score -4049776 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -4050079.750000 Penalty: 12327.291016 Iteration 13Q: 3 clusters Score -4050080 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20029 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -4050322.000000 Penalty: 12327.291016 Iteration 14Q: 3 clusters Score -4050322 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20303 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -4050508.500000 Penalty: 12327.291016 Iteration 15Q: 3 clusters Score -4050508 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -4050615.500000 Penalty: 12327.291016 Iteration 16Q: 3 clusters Score -4050616 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -4050728.500000 Penalty: 12327.291016 Iteration 17Q: 3 clusters Score -4050728 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20776 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -4050788.000000 Penalty: 12327.291016 Iteration 18Q: 3 clusters Score -4050788 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20876 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -4050833.750000 Penalty: 12327.291016 Iteration 19Q: 3 clusters Score -4050834 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -4050868.250000 Penalty: 12327.291016 Iteration 20F: 3 clusters Score -4050868 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20998 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -4050894.250000 Penalty: 12327.291016 Iteration 21Q: 3 clusters Score -4050894 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21037 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -4050918.500000 Penalty: 12327.291016 Iteration 22Q: 3 clusters Score -4050918 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -4050935.250000 Penalty: 12327.291016 Iteration 23Q: 3 clusters Score -4050935 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21100 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -4050936.750000 Penalty: 12327.291016 Iteration 24Q: 3 clusters Score -4050937 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21124 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -4050960.000000 Penalty: 12327.291016 Iteration 25Q: 3 clusters Score -4050960 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21145 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -4050954.500000 Penalty: 12327.291016 Iteration 26Q: 3 clusters Score -4050954 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21153 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -4050965.750000 Penalty: 12327.291016 Iteration 27Q: 3 clusters Score -4050966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21163 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -4050973.250000 Penalty: 12327.291016 Iteration 28Q: 3 clusters Score -4050973 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21172 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -4050976.000000 Penalty: 12327.291016 Iteration 29Q: 3 clusters Score -4050976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21177 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -4050977.250000 Penalty: 12327.291016 Iteration 30Q: 3 clusters Score -4050977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21182 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -4050981.250000 Penalty: 12327.291016 Iteration 31Q: 3 clusters Score -4050981 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21185 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -4050989.500000 Penalty: 12327.291016 Iteration 32Q: 3 clusters Score -4050990 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21190 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -4050984.250000 Penalty: 12327.291016 Iteration 33Q: 3 clusters Score -4050984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21191 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -4050988.250000 Penalty: 12327.291016 Iteration 34Q: 3 clusters Score -4050988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21191 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -4050988.250000 Penalty: 12327.291016 Iteration 35F: 3 clusters Score -4050988 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (26554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26554 members Entering Unmasked Estep Score: -4629344.500000 Penalty: 6239.498047 Iteration 0F: 2 clusters Score -4629344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -4608630.000000 Penalty: 12478.996094 Iteration 0F: 3 clusters Score -4608630 nChanged 11062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13323 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -4614612.000000 Penalty: 12478.996094 Iteration 1F: 3 clusters Score -4614612 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -4615717.500000 Penalty: 12478.996094 Iteration 2F: 3 clusters Score -4615718 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 12869 members Entering Unmasked Estep Score: -4616781.000000 Penalty: 12478.996094 Iteration 3F: 3 clusters Score -4616781 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 12528 members Entering Unmasked Estep Score: -4617991.500000 Penalty: 12478.996094 Iteration 4F: 3 clusters Score -4617992 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -4619569.500000 Penalty: 12478.996094 Iteration 5F: 3 clusters Score -4619570 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15093 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -4621227.500000 Penalty: 12478.996094 Iteration 6F: 3 clusters Score -4621228 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15687 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -4622455.500000 Penalty: 12478.996094 Iteration 7F: 3 clusters Score -4622456 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16214 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -4623280.000000 Penalty: 12478.996094 Iteration 8F: 3 clusters Score -4623280 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 9825 members Entering Unmasked Estep Score: -4623936.500000 Penalty: 12478.996094 Iteration 9Q: 3 clusters Score -4623936 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -4624338.000000 Penalty: 12478.996094 Iteration 10Q: 3 clusters Score -4624338 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -4624593.000000 Penalty: 12478.996094 Iteration 11Q: 3 clusters Score -4624593 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17763 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -4624806.000000 Penalty: 12478.996094 Iteration 12Q: 3 clusters Score -4624806 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -4624964.000000 Penalty: 12478.996094 Iteration 13Q: 3 clusters Score -4624964 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18328 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -4625117.000000 Penalty: 12478.996094 Iteration 14Q: 3 clusters Score -4625117 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18583 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -4625261.000000 Penalty: 12478.996094 Iteration 15Q: 3 clusters Score -4625261 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18839 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -4625376.000000 Penalty: 12478.996094 Iteration 16Q: 3 clusters Score -4625376 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -4625493.500000 Penalty: 12478.996094 Iteration 17Q: 3 clusters Score -4625494 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19268 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -4625569.500000 Penalty: 12478.996094 Iteration 18Q: 3 clusters Score -4625570 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -4625653.500000 Penalty: 12478.996094 Iteration 19Q: 3 clusters Score -4625654 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19607 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -4625692.000000 Penalty: 12478.996094 Iteration 20F: 3 clusters Score -4625692 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -4625789.500000 Penalty: 12478.996094 Iteration 21Q: 3 clusters Score -4625790 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19958 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -4625885.000000 Penalty: 12478.996094 Iteration 22Q: 3 clusters Score -4625885 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20152 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -4625974.500000 Penalty: 12478.996094 Iteration 23Q: 3 clusters Score -4625974 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -4626116.000000 Penalty: 12478.996094 Iteration 24Q: 3 clusters Score -4626116 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20595 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -4626280.500000 Penalty: 12478.996094 Iteration 25Q: 3 clusters Score -4626280 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20807 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -4626408.500000 Penalty: 12478.996094 Iteration 26Q: 3 clusters Score -4626408 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20991 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -4626527.500000 Penalty: 12478.996094 Iteration 27Q: 3 clusters Score -4626528 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21155 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -4626610.500000 Penalty: 12478.996094 Iteration 28Q: 3 clusters Score -4626610 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -4626679.000000 Penalty: 12478.996094 Iteration 29Q: 3 clusters Score -4626679 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -4626747.000000 Penalty: 12478.996094 Iteration 30Q: 3 clusters Score -4626747 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21547 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -4626820.500000 Penalty: 12478.996094 Iteration 31Q: 3 clusters Score -4626820 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21659 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -4626873.000000 Penalty: 12478.996094 Iteration 32Q: 3 clusters Score -4626873 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21757 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -4626898.500000 Penalty: 12478.996094 Iteration 33Q: 3 clusters Score -4626898 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21838 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -4626948.000000 Penalty: 12478.996094 Iteration 34Q: 3 clusters Score -4626948 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21941 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -4627004.500000 Penalty: 12478.996094 Iteration 35Q: 3 clusters Score -4627004 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22059 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -4627066.000000 Penalty: 12478.996094 Iteration 36Q: 3 clusters Score -4627066 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22181 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -4627126.500000 Penalty: 12478.996094 Iteration 37Q: 3 clusters Score -4627126 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22300 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -4627168.500000 Penalty: 12478.996094 Iteration 38Q: 3 clusters Score -4627168 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22432 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -4627257.000000 Penalty: 12478.996094 Iteration 39Q: 3 clusters Score -4627257 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22548 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -4627326.000000 Penalty: 12478.996094 Iteration 40F: 3 clusters Score -4627326 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -4627400.500000 Penalty: 12478.996094 Iteration 41Q: 3 clusters Score -4627400 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22768 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -4627455.000000 Penalty: 12478.996094 Iteration 42Q: 3 clusters Score -4627455 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22840 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -4627494.500000 Penalty: 12478.996094 Iteration 43Q: 3 clusters Score -4627494 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22906 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -4627536.500000 Penalty: 12478.996094 Iteration 44Q: 3 clusters Score -4627536 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22962 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -4627537.500000 Penalty: 12478.996094 Iteration 45Q: 3 clusters Score -4627538 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -4627561.000000 Penalty: 12478.996094 Iteration 46Q: 3 clusters Score -4627561 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23038 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -4627584.500000 Penalty: 12478.996094 Iteration 47Q: 3 clusters Score -4627584 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23055 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -4627578.500000 Penalty: 12478.996094 Iteration 48Q: 3 clusters Score -4627578 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23068 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -4627591.500000 Penalty: 12478.996094 Iteration 49Q: 3 clusters Score -4627592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23075 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -4627591.000000 Penalty: 12478.996094 Iteration 50Q: 3 clusters Score -4627591 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -4627581.000000 Penalty: 12478.996094 Iteration 51Q: 3 clusters Score -4627581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23089 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -4627581.000000 Penalty: 12478.996094 Iteration 52Q: 3 clusters Score -4627581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23096 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -4627588.000000 Penalty: 12478.996094 Iteration 53Q: 3 clusters Score -4627588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23102 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -4627589.000000 Penalty: 12478.996094 Iteration 54Q: 3 clusters Score -4627589 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23106 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -4627595.000000 Penalty: 12478.996094 Iteration 55Q: 3 clusters Score -4627595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23109 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -4627598.500000 Penalty: 12478.996094 Iteration 56Q: 3 clusters Score -4627598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23112 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -4627592.500000 Penalty: 12478.996094 Iteration 57Q: 3 clusters Score -4627592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23113 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -4627593.000000 Penalty: 12478.996094 Iteration 58Q: 3 clusters Score -4627593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23114 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -4627592.000000 Penalty: 12478.996094 Iteration 59Q: 3 clusters Score -4627592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23115 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -4627591.500000 Penalty: 12478.996094 Iteration 60F: 3 clusters Score -4627592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -4627592.000000 Penalty: 12478.996094 Iteration 61Q: 3 clusters Score -4627592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -4627592.000000 Penalty: 12478.996094 Iteration 62F: 3 clusters Score -4627592 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Entering Unmasked Estep Score: -1996652.125000 Penalty: 5750.088867 Iteration 0F: 2 clusters Score -1996652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1985229.625000 Penalty: 11500.177734 Iteration 0F: 3 clusters Score -1985230 nChanged 4524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1987853.625000 Penalty: 11500.177734 Iteration 1F: 3 clusters Score -1987854 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1988552.750000 Penalty: 11500.177734 Iteration 2F: 3 clusters Score -1988553 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -1989116.625000 Penalty: 11500.177734 Iteration 3F: 3 clusters Score -1989117 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1989703.125000 Penalty: 11500.177734 Iteration 4F: 3 clusters Score -1989703 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1990204.875000 Penalty: 11500.177734 Iteration 5F: 3 clusters Score -1990205 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1990641.250000 Penalty: 11500.177734 Iteration 6Q: 3 clusters Score -1990641 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1991002.750000 Penalty: 11500.177734 Iteration 7Q: 3 clusters Score -1991003 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1991295.250000 Penalty: 11500.177734 Iteration 8Q: 3 clusters Score -1991295 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1991530.500000 Penalty: 11500.177734 Iteration 9Q: 3 clusters Score -1991530 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1991723.375000 Penalty: 11500.177734 Iteration 10Q: 3 clusters Score -1991723 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1991863.875000 Penalty: 11500.177734 Iteration 11Q: 3 clusters Score -1991864 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1991988.375000 Penalty: 11500.177734 Iteration 12Q: 3 clusters Score -1991988 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1992093.000000 Penalty: 11500.177734 Iteration 13Q: 3 clusters Score -1992093 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1992194.625000 Penalty: 11500.177734 Iteration 14Q: 3 clusters Score -1992195 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1992258.500000 Penalty: 11500.177734 Iteration 15Q: 3 clusters Score -1992258 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1992318.500000 Penalty: 11500.177734 Iteration 16Q: 3 clusters Score -1992318 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1992368.750000 Penalty: 11500.177734 Iteration 17Q: 3 clusters Score -1992369 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8227 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1992411.750000 Penalty: 11500.177734 Iteration 18Q: 3 clusters Score -1992412 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1992449.375000 Penalty: 11500.177734 Iteration 19Q: 3 clusters Score -1992449 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1992487.375000 Penalty: 11500.177734 Iteration 20F: 3 clusters Score -1992487 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1992518.125000 Penalty: 11500.177734 Iteration 21Q: 3 clusters Score -1992518 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1992551.000000 Penalty: 11500.177734 Iteration 22Q: 3 clusters Score -1992551 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1992588.875000 Penalty: 11500.177734 Iteration 23Q: 3 clusters Score -1992589 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1992614.000000 Penalty: 11500.177734 Iteration 24Q: 3 clusters Score -1992614 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1992647.625000 Penalty: 11500.177734 Iteration 25Q: 3 clusters Score -1992648 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1992676.750000 Penalty: 11500.177734 Iteration 26Q: 3 clusters Score -1992677 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1992702.375000 Penalty: 11500.177734 Iteration 27Q: 3 clusters Score -1992702 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1992730.625000 Penalty: 11500.177734 Iteration 28Q: 3 clusters Score -1992731 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1992747.125000 Penalty: 11500.177734 Iteration 29Q: 3 clusters Score -1992747 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1992763.875000 Penalty: 11500.177734 Iteration 30Q: 3 clusters Score -1992764 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1992784.125000 Penalty: 11500.177734 Iteration 31Q: 3 clusters Score -1992784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1992795.125000 Penalty: 11500.177734 Iteration 32Q: 3 clusters Score -1992795 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1992804.750000 Penalty: 11500.177734 Iteration 33Q: 3 clusters Score -1992805 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1992808.625000 Penalty: 11500.177734 Iteration 34Q: 3 clusters Score -1992809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1992816.875000 Penalty: 11500.177734 Iteration 35Q: 3 clusters Score -1992817 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -1992818.875000 Penalty: 11500.177734 Iteration 36Q: 3 clusters Score -1992819 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1992824.250000 Penalty: 11500.177734 Iteration 37Q: 3 clusters Score -1992824 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1992829.125000 Penalty: 11500.177734 Iteration 38Q: 3 clusters Score -1992829 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1992832.750000 Penalty: 11500.177734 Iteration 39Q: 3 clusters Score -1992833 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1992841.000000 Penalty: 11500.177734 Iteration 40F: 3 clusters Score -1992841 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -1992846.250000 Penalty: 11500.177734 Iteration 41Q: 3 clusters Score -1992846 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -1992851.375000 Penalty: 11500.177734 Iteration 42Q: 3 clusters Score -1992851 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1992850.750000 Penalty: 11500.177734 Iteration 43Q: 3 clusters Score -1992851 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1992851.375000 Penalty: 11500.177734 Iteration 44Q: 3 clusters Score -1992851 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1992860.250000 Penalty: 11500.177734 Iteration 45Q: 3 clusters Score -1992860 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1992865.250000 Penalty: 11500.177734 Iteration 46Q: 3 clusters Score -1992865 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1992867.000000 Penalty: 11500.177734 Iteration 47Q: 3 clusters Score -1992867 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1992873.625000 Penalty: 11500.177734 Iteration 48Q: 3 clusters Score -1992874 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1992881.750000 Penalty: 11500.177734 Iteration 49Q: 3 clusters Score -1992882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1992886.875000 Penalty: 11500.177734 Iteration 50Q: 3 clusters Score -1992887 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1992890.500000 Penalty: 11500.177734 Iteration 51Q: 3 clusters Score -1992890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1992898.375000 Penalty: 11500.177734 Iteration 52Q: 3 clusters Score -1992898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1992908.000000 Penalty: 11500.177734 Iteration 53Q: 3 clusters Score -1992908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -1992908.250000 Penalty: 11500.177734 Iteration 54Q: 3 clusters Score -1992908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1992903.750000 Penalty: 11500.177734 Iteration 55Q: 3 clusters Score -1992904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1992910.000000 Penalty: 11500.177734 Iteration 56Q: 3 clusters Score -1992910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1992909.500000 Penalty: 11500.177734 Iteration 57Q: 3 clusters Score -1992910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1992910.750000 Penalty: 11500.177734 Iteration 58Q: 3 clusters Score -1992911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1992913.250000 Penalty: 11500.177734 Iteration 59Q: 3 clusters Score -1992913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1992910.750000 Penalty: 11500.177734 Iteration 60F: 3 clusters Score -1992911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1992913.875000 Penalty: 11500.177734 Iteration 61Q: 3 clusters Score -1992914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1992912.500000 Penalty: 11500.177734 Iteration 62Q: 3 clusters Score -1992912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1992913.875000 Penalty: 11500.177734 Iteration 63Q: 3 clusters Score -1992914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1992917.500000 Penalty: 11500.177734 Iteration 64Q: 3 clusters Score -1992918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1992914.875000 Penalty: 11500.177734 Iteration 65Q: 3 clusters Score -1992915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1992918.500000 Penalty: 11500.177734 Iteration 66Q: 3 clusters Score -1992918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1992918.500000 Penalty: 11500.177734 Iteration 67Q: 3 clusters Score -1992918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1992916.250000 Penalty: 11500.177734 Iteration 68Q: 3 clusters Score -1992916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1992914.000000 Penalty: 11500.177734 Iteration 69Q: 3 clusters Score -1992914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1992916.875000 Penalty: 11500.177734 Iteration 70Q: 3 clusters Score -1992917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1992915.750000 Penalty: 11500.177734 Iteration 71Q: 3 clusters Score -1992916 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1992915.750000 Penalty: 11500.177734 Iteration 72F: 3 clusters Score -1992916 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Entering Unmasked Estep Score: -249381.015625 Penalty: 4525.351074 Iteration 0F: 2 clusters Score -249381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -244700.468750 Penalty: 9050.702148 Iteration 0F: 3 clusters Score -244700.5 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -245470.859375 Penalty: 9050.702148 Iteration 1F: 3 clusters Score -245470.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -246076.343750 Penalty: 9050.702148 Iteration 2F: 3 clusters Score -246076.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -246733.578125 Penalty: 9050.702148 Iteration 3F: 3 clusters Score -246733.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -247544.500000 Penalty: 9050.702148 Iteration 4F: 3 clusters Score -247544.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -247980.640625 Penalty: 9050.702148 Iteration 5F: 3 clusters Score -247980.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -248180.828125 Penalty: 9050.702148 Iteration 6Q: 3 clusters Score -248180.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -248321.250000 Penalty: 9050.702148 Iteration 7Q: 3 clusters Score -248321.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -248434.281250 Penalty: 9050.702148 Iteration 8Q: 3 clusters Score -248434.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -248537.234375 Penalty: 9050.702148 Iteration 9Q: 3 clusters Score -248537.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -248750.515625 Penalty: 9050.702148 Iteration 10Q: 3 clusters Score -248750.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -248909.437500 Penalty: 9050.702148 Iteration 11Q: 3 clusters Score -248909.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -248981.406250 Penalty: 9050.702148 Iteration 12Q: 3 clusters Score -248981.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -249026.609375 Penalty: 9050.702148 Iteration 13Q: 3 clusters Score -249026.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -249069.156250 Penalty: 9050.702148 Iteration 14Q: 3 clusters Score -249069.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -249124.296875 Penalty: 9050.702148 Iteration 15Q: 3 clusters Score -249124.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -249180.937500 Penalty: 9050.702148 Iteration 16Q: 3 clusters Score -249180.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -249226.687500 Penalty: 9050.702148 Iteration 17Q: 3 clusters Score -249226.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -249294.265625 Penalty: 9050.702148 Iteration 18Q: 3 clusters Score -249294.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -249391.062500 Penalty: 9050.702148 Iteration 19Q: 3 clusters Score -249391.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -249546.312500 Penalty: 9050.702148 Iteration 20F: 3 clusters Score -249546.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -249623.687500 Penalty: 9050.702148 Iteration 21Q: 3 clusters Score -249623.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -249633.078125 Penalty: 9050.702148 Iteration 22Q: 3 clusters Score -249633.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -249633.078125 Penalty: 9050.702148 Iteration 23F: 3 clusters Score -249633.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18825 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26554 members Mstep: Class 6 contains 11943 members Mstep: Class 7 contains 485 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101340 members Mstep: Class 11 contains 5495 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4542 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 18 contains 1132 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146778 members Entering Unmasked Estep Score: -70955720.000000 Penalty: 158266.750000 Splitting cluster 7 changes total score from -70959040.000000 to -70955720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (46469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46469 members Entering Unmasked Estep Score: -8247779.500000 Penalty: 6582.256348 Iteration 0F: 2 clusters Score -8247780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23227 members Mstep: Class 2 contains 23242 members Entering Unmasked Estep Score: -8214458.000000 Penalty: 13164.512695 Iteration 0F: 3 clusters Score -8214458 nChanged 20317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23256 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -8225321.000000 Penalty: 13164.512695 Iteration 1F: 3 clusters Score -8225321 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23125 members Mstep: Class 2 contains 23344 members Entering Unmasked Estep Score: -8226243.000000 Penalty: 13164.512695 Iteration 2F: 3 clusters Score -8226243 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22943 members Mstep: Class 2 contains 23526 members Entering Unmasked Estep Score: -8227030.500000 Penalty: 13164.512695 Iteration 3Q: 3 clusters Score -8227030 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 23805 members Entering Unmasked Estep Score: -8227747.500000 Penalty: 13164.512695 Iteration 4Q: 3 clusters Score -8227748 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 24242 members Entering Unmasked Estep Score: -8228404.000000 Penalty: 13164.512695 Iteration 5Q: 3 clusters Score -8228404 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21585 members Mstep: Class 2 contains 24884 members Entering Unmasked Estep Score: -8229282.000000 Penalty: 13164.512695 Iteration 6Q: 3 clusters Score -8229282 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20728 members Mstep: Class 2 contains 25741 members Entering Unmasked Estep Score: -8230407.000000 Penalty: 13164.512695 Iteration 7Q: 3 clusters Score -8230407 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19667 members Mstep: Class 2 contains 26802 members Entering Unmasked Estep Score: -8231744.000000 Penalty: 13164.512695 Iteration 8Q: 3 clusters Score -8231744 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 28044 members Entering Unmasked Estep Score: -8233377.500000 Penalty: 13164.512695 Iteration 9F: 3 clusters Score -8233378 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17186 members Mstep: Class 2 contains 29283 members Entering Unmasked Estep Score: -8234886.500000 Penalty: 13164.512695 Iteration 10F: 3 clusters Score -8234886 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16138 members Mstep: Class 2 contains 30331 members Entering Unmasked Estep Score: -8236052.000000 Penalty: 13164.512695 Iteration 11Q: 3 clusters Score -8236052 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15338 members Mstep: Class 2 contains 31131 members Entering Unmasked Estep Score: -8236949.500000 Penalty: 13164.512695 Iteration 12Q: 3 clusters Score -8236950 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 31822 members Entering Unmasked Estep Score: -8237538.000000 Penalty: 13164.512695 Iteration 13Q: 3 clusters Score -8237538 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 32389 members Entering Unmasked Estep Score: -8237924.000000 Penalty: 13164.512695 Iteration 14Q: 3 clusters Score -8237924 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 32928 members Entering Unmasked Estep Score: -8238245.500000 Penalty: 13164.512695 Iteration 15Q: 3 clusters Score -8238246 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 33457 members Entering Unmasked Estep Score: -8238557.500000 Penalty: 13164.512695 Iteration 16Q: 3 clusters Score -8238558 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Mstep: Class 2 contains 33910 members Entering Unmasked Estep Score: -8238744.500000 Penalty: 13164.512695 Iteration 17Q: 3 clusters Score -8238744 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 34334 members Entering Unmasked Estep Score: -8238943.500000 Penalty: 13164.512695 Iteration 18Q: 3 clusters Score -8238944 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 34713 members Entering Unmasked Estep Score: -8239090.500000 Penalty: 13164.512695 Iteration 19Q: 3 clusters Score -8239090 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 35070 members Entering Unmasked Estep Score: -8239197.500000 Penalty: 13164.512695 Iteration 20F: 3 clusters Score -8239198 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 35408 members Entering Unmasked Estep Score: -8239331.000000 Penalty: 13164.512695 Iteration 21Q: 3 clusters Score -8239331 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 35754 members Entering Unmasked Estep Score: -8239412.500000 Penalty: 13164.512695 Iteration 22Q: 3 clusters Score -8239412 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 36088 members Entering Unmasked Estep Score: -8239497.500000 Penalty: 13164.512695 Iteration 23Q: 3 clusters Score -8239498 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 36439 members Entering Unmasked Estep Score: -8239586.000000 Penalty: 13164.512695 Iteration 24Q: 3 clusters Score -8239586 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Mstep: Class 2 contains 36739 members Entering Unmasked Estep Score: -8239678.000000 Penalty: 13164.512695 Iteration 25Q: 3 clusters Score -8239678 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 37007 members Entering Unmasked Estep Score: -8239777.500000 Penalty: 13164.512695 Iteration 26Q: 3 clusters Score -8239778 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 37308 members Entering Unmasked Estep Score: -8239822.500000 Penalty: 13164.512695 Iteration 27Q: 3 clusters Score -8239822 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8877 members Mstep: Class 2 contains 37592 members Entering Unmasked Estep Score: -8239893.000000 Penalty: 13164.512695 Iteration 28Q: 3 clusters Score -8239893 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 37890 members Entering Unmasked Estep Score: -8239974.000000 Penalty: 13164.512695 Iteration 29Q: 3 clusters Score -8239974 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -8240045.000000 Penalty: 13164.512695 Iteration 30Q: 3 clusters Score -8240045 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 38458 members Entering Unmasked Estep Score: -8240096.000000 Penalty: 13164.512695 Iteration 31Q: 3 clusters Score -8240096 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 38720 members Entering Unmasked Estep Score: -8240169.000000 Penalty: 13164.512695 Iteration 32Q: 3 clusters Score -8240169 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 38979 members Entering Unmasked Estep Score: -8240233.000000 Penalty: 13164.512695 Iteration 33Q: 3 clusters Score -8240233 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 39246 members Entering Unmasked Estep Score: -8240292.500000 Penalty: 13164.512695 Iteration 34Q: 3 clusters Score -8240292 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 39491 members Entering Unmasked Estep Score: -8240331.500000 Penalty: 13164.512695 Iteration 35Q: 3 clusters Score -8240332 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 39723 members Entering Unmasked Estep Score: -8240426.000000 Penalty: 13164.512695 Iteration 36Q: 3 clusters Score -8240426 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 39947 members Entering Unmasked Estep Score: -8240513.500000 Penalty: 13164.512695 Iteration 37Q: 3 clusters Score -8240514 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 40141 members Entering Unmasked Estep Score: -8240577.000000 Penalty: 13164.512695 Iteration 38Q: 3 clusters Score -8240577 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 40364 members Entering Unmasked Estep Score: -8240660.000000 Penalty: 13164.512695 Iteration 39Q: 3 clusters Score -8240660 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 40577 members Entering Unmasked Estep Score: -8240710.000000 Penalty: 13164.512695 Iteration 40F: 3 clusters Score -8240710 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 40776 members Entering Unmasked Estep Score: -8240790.500000 Penalty: 13164.512695 Iteration 41Q: 3 clusters Score -8240790 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 40992 members Entering Unmasked Estep Score: -8240895.000000 Penalty: 13164.512695 Iteration 42Q: 3 clusters Score -8240895 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 41203 members Entering Unmasked Estep Score: -8240969.000000 Penalty: 13164.512695 Iteration 43Q: 3 clusters Score -8240969 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 41414 members Entering Unmasked Estep Score: -8241054.500000 Penalty: 13164.512695 Iteration 44Q: 3 clusters Score -8241054 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 41641 members Entering Unmasked Estep Score: -8241154.500000 Penalty: 13164.512695 Iteration 45Q: 3 clusters Score -8241154 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 41871 members Entering Unmasked Estep Score: -8241227.500000 Penalty: 13164.512695 Iteration 46Q: 3 clusters Score -8241228 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 42085 members Entering Unmasked Estep Score: -8241312.500000 Penalty: 13164.512695 Iteration 47Q: 3 clusters Score -8241312 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 42279 members Entering Unmasked Estep Score: -8241373.000000 Penalty: 13164.512695 Iteration 48Q: 3 clusters Score -8241373 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 42462 members Entering Unmasked Estep Score: -8241486.000000 Penalty: 13164.512695 Iteration 49Q: 3 clusters Score -8241486 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 42637 members Entering Unmasked Estep Score: -8241547.500000 Penalty: 13164.512695 Iteration 50Q: 3 clusters Score -8241548 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 42796 members Entering Unmasked Estep Score: -8241622.500000 Penalty: 13164.512695 Iteration 51Q: 3 clusters Score -8241622 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 42930 members Entering Unmasked Estep Score: -8241674.500000 Penalty: 13164.512695 Iteration 52Q: 3 clusters Score -8241674 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 43049 members Entering Unmasked Estep Score: -8241723.500000 Penalty: 13164.512695 Iteration 53Q: 3 clusters Score -8241724 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 43170 members Entering Unmasked Estep Score: -8241778.000000 Penalty: 13164.512695 Iteration 54Q: 3 clusters Score -8241778 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 43280 members Entering Unmasked Estep Score: -8241838.500000 Penalty: 13164.512695 Iteration 55Q: 3 clusters Score -8241838 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 43385 members Entering Unmasked Estep Score: -8241892.000000 Penalty: 13164.512695 Iteration 56Q: 3 clusters Score -8241892 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 43493 members Entering Unmasked Estep Score: -8241936.000000 Penalty: 13164.512695 Iteration 57Q: 3 clusters Score -8241936 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 43579 members Entering Unmasked Estep Score: -8241983.000000 Penalty: 13164.512695 Iteration 58Q: 3 clusters Score -8241983 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 43659 members Entering Unmasked Estep Score: -8242026.500000 Penalty: 13164.512695 Iteration 59Q: 3 clusters Score -8242026 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 43739 members Entering Unmasked Estep Score: -8242094.000000 Penalty: 13164.512695 Iteration 60F: 3 clusters Score -8242094 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 43804 members Entering Unmasked Estep Score: -8242144.500000 Penalty: 13164.512695 Iteration 61Q: 3 clusters Score -8242144 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 43868 members Entering Unmasked Estep Score: -8242191.500000 Penalty: 13164.512695 Iteration 62Q: 3 clusters Score -8242192 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 43926 members Entering Unmasked Estep Score: -8242233.500000 Penalty: 13164.512695 Iteration 63Q: 3 clusters Score -8242234 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 43989 members Entering Unmasked Estep Score: -8242318.000000 Penalty: 13164.512695 Iteration 64Q: 3 clusters Score -8242318 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 44052 members Entering Unmasked Estep Score: -8242350.000000 Penalty: 13164.512695 Iteration 65Q: 3 clusters Score -8242350 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 44111 members Entering Unmasked Estep Score: -8242384.500000 Penalty: 13164.512695 Iteration 66Q: 3 clusters Score -8242384 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 44147 members Entering Unmasked Estep Score: -8242388.000000 Penalty: 13164.512695 Iteration 67Q: 3 clusters Score -8242388 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 44174 members Entering Unmasked Estep Score: -8242415.000000 Penalty: 13164.512695 Iteration 68Q: 3 clusters Score -8242415 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 44196 members Entering Unmasked Estep Score: -8242436.500000 Penalty: 13164.512695 Iteration 69Q: 3 clusters Score -8242436 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 44223 members Entering Unmasked Estep Score: -8242432.000000 Penalty: 13164.512695 Iteration 70Q: 3 clusters Score -8242432 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 44253 members Entering Unmasked Estep Score: -8242449.500000 Penalty: 13164.512695 Iteration 71Q: 3 clusters Score -8242450 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 44281 members Entering Unmasked Estep Score: -8242460.500000 Penalty: 13164.512695 Iteration 72Q: 3 clusters Score -8242460 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 44297 members Entering Unmasked Estep Score: -8242476.000000 Penalty: 13164.512695 Iteration 73Q: 3 clusters Score -8242476 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 44316 members Entering Unmasked Estep Score: -8242493.500000 Penalty: 13164.512695 Iteration 74Q: 3 clusters Score -8242494 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 44334 members Entering Unmasked Estep Score: -8242488.000000 Penalty: 13164.512695 Iteration 75Q: 3 clusters Score -8242488 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 44353 members Entering Unmasked Estep Score: -8242510.500000 Penalty: 13164.512695 Iteration 76Q: 3 clusters Score -8242510 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -8242519.500000 Penalty: 13164.512695 Iteration 77Q: 3 clusters Score -8242520 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 44379 members Entering Unmasked Estep Score: -8242535.500000 Penalty: 13164.512695 Iteration 78Q: 3 clusters Score -8242536 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 44401 members Entering Unmasked Estep Score: -8242538.500000 Penalty: 13164.512695 Iteration 79Q: 3 clusters Score -8242538 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 44429 members Entering Unmasked Estep Score: -8242556.000000 Penalty: 13164.512695 Iteration 80F: 3 clusters Score -8242556 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 44452 members Entering Unmasked Estep Score: -8242565.500000 Penalty: 13164.512695 Iteration 81Q: 3 clusters Score -8242566 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 44463 members Entering Unmasked Estep Score: -8242577.500000 Penalty: 13164.512695 Iteration 82Q: 3 clusters Score -8242578 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 44471 members Entering Unmasked Estep Score: -8242570.000000 Penalty: 13164.512695 Iteration 83Q: 3 clusters Score -8242570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 44478 members Entering Unmasked Estep Score: -8242571.000000 Penalty: 13164.512695 Iteration 84Q: 3 clusters Score -8242571 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 44486 members Entering Unmasked Estep Score: -8242574.000000 Penalty: 13164.512695 Iteration 85Q: 3 clusters Score -8242574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 44491 members Entering Unmasked Estep Score: -8242582.500000 Penalty: 13164.512695 Iteration 86Q: 3 clusters Score -8242582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 44494 members Entering Unmasked Estep Score: -8242584.500000 Penalty: 13164.512695 Iteration 87Q: 3 clusters Score -8242584 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 44499 members Entering Unmasked Estep Score: -8242587.500000 Penalty: 13164.512695 Iteration 88Q: 3 clusters Score -8242588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 44502 members Entering Unmasked Estep Score: -8242585.000000 Penalty: 13164.512695 Iteration 89Q: 3 clusters Score -8242585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 44504 members Entering Unmasked Estep Score: -8242591.500000 Penalty: 13164.512695 Iteration 90Q: 3 clusters Score -8242592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 44505 members Entering Unmasked Estep Score: -8242590.000000 Penalty: 13164.512695 Iteration 91Q: 3 clusters Score -8242590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 44505 members Entering Unmasked Estep Score: -8242589.000000 Penalty: 13164.512695 Iteration 92Q: 3 clusters Score -8242589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 44506 members Entering Unmasked Estep Score: -8242587.000000 Penalty: 13164.512695 Iteration 93Q: 3 clusters Score -8242587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 44508 members Entering Unmasked Estep Score: -8242594.000000 Penalty: 13164.512695 Iteration 94Q: 3 clusters Score -8242594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 44509 members Entering Unmasked Estep Score: -8242598.000000 Penalty: 13164.512695 Iteration 95Q: 3 clusters Score -8242598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 44508 members Entering Unmasked Estep Score: -8242593.500000 Penalty: 13164.512695 Iteration 96Q: 3 clusters Score -8242594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 44508 members Entering Unmasked Estep Score: -8242593.500000 Penalty: 13164.512695 Iteration 97F: 3 clusters Score -8242594 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -46234.312500 Penalty: 3577.392822 Iteration 0F: 2 clusters Score -46234.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43316.707031 Penalty: 7154.785645 Iteration 0F: 3 clusters Score -43316.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -43467.320312 Penalty: 7154.785645 Iteration 1F: 3 clusters Score -43467.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43530.675781 Penalty: 7154.785645 Iteration 2Q: 3 clusters Score -43530.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -43539.644531 Penalty: 7154.785645 Iteration 3Q: 3 clusters Score -43539.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43544.101562 Penalty: 7154.785645 Iteration 4Q: 3 clusters Score -43544.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43544.101562 Penalty: 7154.785645 Iteration 5F: 3 clusters Score -43544.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (101340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101340 members Entering Unmasked Estep Score: -18044516.000000 Penalty: 7059.819824 Iteration 0F: 2 clusters Score -1.804452e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50752 members Mstep: Class 2 contains 50588 members Entering Unmasked Estep Score: -17975350.000000 Penalty: 14119.639648 Iteration 0F: 3 clusters Score -1.797535e+07 nChanged 46538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51752 members Mstep: Class 2 contains 49588 members Entering Unmasked Estep Score: -18001728.000000 Penalty: 14119.639648 Iteration 1F: 3 clusters Score -1.800173e+07 nChanged 5127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52699 members Mstep: Class 2 contains 48641 members Entering Unmasked Estep Score: -18004010.000000 Penalty: 14119.639648 Iteration 2F: 3 clusters Score -1.800401e+07 nChanged 5551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54390 members Mstep: Class 2 contains 46950 members Entering Unmasked Estep Score: -18006646.000000 Penalty: 14119.639648 Iteration 3F: 3 clusters Score -1.800665e+07 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56985 members Mstep: Class 2 contains 44355 members Entering Unmasked Estep Score: -18010042.000000 Penalty: 14119.639648 Iteration 4F: 3 clusters Score -1.801004e+07 nChanged 6667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60622 members Mstep: Class 2 contains 40718 members Entering Unmasked Estep Score: -18013798.000000 Penalty: 14119.639648 Iteration 5F: 3 clusters Score -1.80138e+07 nChanged 6498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65040 members Mstep: Class 2 contains 36300 members Entering Unmasked Estep Score: -18017500.000000 Penalty: 14119.639648 Iteration 6F: 3 clusters Score -1.80175e+07 nChanged 6100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69688 members Mstep: Class 2 contains 31652 members Entering Unmasked Estep Score: -18021090.000000 Penalty: 14119.639648 Iteration 7F: 3 clusters Score -1.802109e+07 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74251 members Mstep: Class 2 contains 27089 members Entering Unmasked Estep Score: -18024154.000000 Penalty: 14119.639648 Iteration 8F: 3 clusters Score -1.802415e+07 nChanged 4660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78607 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -18026618.000000 Penalty: 14119.639648 Iteration 9Q: 3 clusters Score -1.802662e+07 nChanged 4163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82662 members Mstep: Class 2 contains 18678 members Entering Unmasked Estep Score: -18029024.000000 Penalty: 14119.639648 Iteration 10Q: 3 clusters Score -1.802902e+07 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86305 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -18031112.000000 Penalty: 14119.639648 Iteration 11Q: 3 clusters Score -1.803111e+07 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89488 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -18033012.000000 Penalty: 14119.639648 Iteration 12Q: 3 clusters Score -1.803301e+07 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92125 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -18034684.000000 Penalty: 14119.639648 Iteration 13Q: 3 clusters Score -1.803468e+07 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94146 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -18035912.000000 Penalty: 14119.639648 Iteration 14Q: 3 clusters Score -1.803591e+07 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95614 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -18036936.000000 Penalty: 14119.639648 Iteration 15Q: 3 clusters Score -1.803694e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96579 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -18037676.000000 Penalty: 14119.639648 Iteration 16Q: 3 clusters Score -1.803768e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97226 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -18038148.000000 Penalty: 14119.639648 Iteration 17Q: 3 clusters Score -1.803815e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97669 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -18038446.000000 Penalty: 14119.639648 Iteration 18Q: 3 clusters Score -1.803845e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97969 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -18038590.000000 Penalty: 14119.639648 Iteration 19Q: 3 clusters Score -1.803859e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98181 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -18038736.000000 Penalty: 14119.639648 Iteration 20F: 3 clusters Score -1.803874e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98346 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -18038824.000000 Penalty: 14119.639648 Iteration 21Q: 3 clusters Score -1.803882e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98461 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -18038910.000000 Penalty: 14119.639648 Iteration 22Q: 3 clusters Score -1.803891e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98537 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -18038906.000000 Penalty: 14119.639648 Iteration 23Q: 3 clusters Score -1.803891e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98612 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -18038940.000000 Penalty: 14119.639648 Iteration 24Q: 3 clusters Score -1.803894e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98658 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -18038958.000000 Penalty: 14119.639648 Iteration 25Q: 3 clusters Score -1.803896e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98689 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -18038980.000000 Penalty: 14119.639648 Iteration 26Q: 3 clusters Score -1.803898e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98715 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -18038966.000000 Penalty: 14119.639648 Iteration 27Q: 3 clusters Score -1.803897e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98745 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -18038976.000000 Penalty: 14119.639648 Iteration 28Q: 3 clusters Score -1.803898e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98763 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -18038978.000000 Penalty: 14119.639648 Iteration 29Q: 3 clusters Score -1.803898e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98786 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -18038970.000000 Penalty: 14119.639648 Iteration 30Q: 3 clusters Score -1.803897e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98796 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -18038964.000000 Penalty: 14119.639648 Iteration 31Q: 3 clusters Score -1.803896e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98806 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -18038984.000000 Penalty: 14119.639648 Iteration 32Q: 3 clusters Score -1.803898e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98818 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -18038978.000000 Penalty: 14119.639648 Iteration 33Q: 3 clusters Score -1.803898e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98832 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -18038986.000000 Penalty: 14119.639648 Iteration 34Q: 3 clusters Score -1.803899e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98853 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -18038990.000000 Penalty: 14119.639648 Iteration 35Q: 3 clusters Score -1.803899e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98869 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -18038996.000000 Penalty: 14119.639648 Iteration 36Q: 3 clusters Score -1.8039e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98872 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -18038986.000000 Penalty: 14119.639648 Iteration 37Q: 3 clusters Score -1.803899e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98876 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -18038988.000000 Penalty: 14119.639648 Iteration 38Q: 3 clusters Score -1.803899e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98881 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -18038980.000000 Penalty: 14119.639648 Iteration 39Q: 3 clusters Score -1.803898e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98882 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -18038982.000000 Penalty: 14119.639648 Iteration 40F: 3 clusters Score -1.803898e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98883 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -18038982.000000 Penalty: 14119.639648 Iteration 41Q: 3 clusters Score -1.803898e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98882 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -18038996.000000 Penalty: 14119.639648 Iteration 42Q: 3 clusters Score -1.8039e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98886 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -18039000.000000 Penalty: 14119.639648 Iteration 43Q: 3 clusters Score -1.8039e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98887 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -18038996.000000 Penalty: 14119.639648 Iteration 44Q: 3 clusters Score -1.8039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98890 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -18038996.000000 Penalty: 14119.639648 Iteration 45Q: 3 clusters Score -1.8039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98887 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 46Q: 3 clusters Score -1.803899e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98890 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -18039014.000000 Penalty: 14119.639648 Iteration 47Q: 3 clusters Score -1.803901e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98893 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -18039006.000000 Penalty: 14119.639648 Iteration 48Q: 3 clusters Score -1.803901e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98896 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -18039010.000000 Penalty: 14119.639648 Iteration 49Q: 3 clusters Score -1.803901e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98899 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 50Q: 3 clusters Score -1.803899e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98904 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -18038988.000000 Penalty: 14119.639648 Iteration 51Q: 3 clusters Score -1.803899e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98904 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -18038982.000000 Penalty: 14119.639648 Iteration 52Q: 3 clusters Score -1.803898e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98905 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 53Q: 3 clusters Score -1.803899e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98907 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -18039000.000000 Penalty: 14119.639648 Iteration 54Q: 3 clusters Score -1.8039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98908 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -18039002.000000 Penalty: 14119.639648 Iteration 55Q: 3 clusters Score -1.8039e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98909 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -18039004.000000 Penalty: 14119.639648 Iteration 56Q: 3 clusters Score -1.8039e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98910 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 57Q: 3 clusters Score -1.803899e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98909 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 58Q: 3 clusters Score -1.803899e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98909 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -18038994.000000 Penalty: 14119.639648 Iteration 59F: 3 clusters Score -1.803899e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Entering Unmasked Estep Score: -909239.437500 Penalty: 5274.601562 Iteration 0F: 2 clusters Score -909239.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -901893.562500 Penalty: 10549.203125 Iteration 0F: 3 clusters Score -901893.6 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -903290.500000 Penalty: 10549.203125 Iteration 1F: 3 clusters Score -903290.5 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -903691.500000 Penalty: 10549.203125 Iteration 2F: 3 clusters Score -903691.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -904014.562500 Penalty: 10549.203125 Iteration 3F: 3 clusters Score -904014.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -904213.375000 Penalty: 10549.203125 Iteration 4Q: 3 clusters Score -904213.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -904347.812500 Penalty: 10549.203125 Iteration 5Q: 3 clusters Score -904347.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -904455.562500 Penalty: 10549.203125 Iteration 6Q: 3 clusters Score -904455.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -904554.125000 Penalty: 10549.203125 Iteration 7Q: 3 clusters Score -904554.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -904656.500000 Penalty: 10549.203125 Iteration 8Q: 3 clusters Score -904656.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -904746.562500 Penalty: 10549.203125 Iteration 9Q: 3 clusters Score -904746.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -904831.125000 Penalty: 10549.203125 Iteration 10Q: 3 clusters Score -904831.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -904927.625000 Penalty: 10549.203125 Iteration 11Q: 3 clusters Score -904927.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -905034.750000 Penalty: 10549.203125 Iteration 12Q: 3 clusters Score -905034.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -905194.250000 Penalty: 10549.203125 Iteration 13Q: 3 clusters Score -905194.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -905421.562500 Penalty: 10549.203125 Iteration 14Q: 3 clusters Score -905421.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -905707.687500 Penalty: 10549.203125 Iteration 15Q: 3 clusters Score -905707.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -905979.750000 Penalty: 10549.203125 Iteration 16Q: 3 clusters Score -905979.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -906301.625000 Penalty: 10549.203125 Iteration 17Q: 3 clusters Score -906301.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -906595.250000 Penalty: 10549.203125 Iteration 18Q: 3 clusters Score -906595.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -906870.125000 Penalty: 10549.203125 Iteration 19Q: 3 clusters Score -906870.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -907146.562500 Penalty: 10549.203125 Iteration 20F: 3 clusters Score -907146.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -907330.062500 Penalty: 10549.203125 Iteration 21Q: 3 clusters Score -907330.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -907395.437500 Penalty: 10549.203125 Iteration 22Q: 3 clusters Score -907395.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -907426.750000 Penalty: 10549.203125 Iteration 23Q: 3 clusters Score -907426.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -907446.687500 Penalty: 10549.203125 Iteration 24Q: 3 clusters Score -907446.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -907455.250000 Penalty: 10549.203125 Iteration 25Q: 3 clusters Score -907455.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -907458.687500 Penalty: 10549.203125 Iteration 26Q: 3 clusters Score -907458.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -907461.000000 Penalty: 10549.203125 Iteration 27Q: 3 clusters Score -907461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -907461.500000 Penalty: 10549.203125 Iteration 28Q: 3 clusters Score -907461.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -907461.500000 Penalty: 10549.203125 Iteration 29F: 3 clusters Score -907461.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Entering Unmasked Estep Score: -119487.273438 Penalty: 4034.874512 Iteration 0F: 2 clusters Score -119487.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -115804.453125 Penalty: 8069.749023 Iteration 0F: 3 clusters Score -115804.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -116083.781250 Penalty: 8069.749023 Iteration 1F: 3 clusters Score -116083.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -116264.617188 Penalty: 8069.749023 Iteration 2F: 3 clusters Score -116264.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -116354.312500 Penalty: 8069.749023 Iteration 3Q: 3 clusters Score -116354.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -116410.789062 Penalty: 8069.749023 Iteration 4Q: 3 clusters Score -116410.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -116433.507812 Penalty: 8069.749023 Iteration 5Q: 3 clusters Score -116433.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -116456.687500 Penalty: 8069.749023 Iteration 6Q: 3 clusters Score -116456.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -116473.757812 Penalty: 8069.749023 Iteration 7Q: 3 clusters Score -116473.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -116473.757812 Penalty: 8069.749023 Iteration 8F: 3 clusters Score -116473.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Entering Unmasked Estep Score: -1085588.125000 Penalty: 5343.278320 Iteration 0F: 2 clusters Score -1085588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1077827.250000 Penalty: 10686.556641 Iteration 0F: 3 clusters Score -1077827 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1079175.875000 Penalty: 10686.556641 Iteration 1F: 3 clusters Score -1079176 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -1079524.625000 Penalty: 10686.556641 Iteration 2F: 3 clusters Score -1079525 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1079709.375000 Penalty: 10686.556641 Iteration 3Q: 3 clusters Score -1079709 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1079821.250000 Penalty: 10686.556641 Iteration 4Q: 3 clusters Score -1079821 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1079912.000000 Penalty: 10686.556641 Iteration 5Q: 3 clusters Score -1079912 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1079992.250000 Penalty: 10686.556641 Iteration 6Q: 3 clusters Score -1079992 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1080052.125000 Penalty: 10686.556641 Iteration 7Q: 3 clusters Score -1080052 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1080094.625000 Penalty: 10686.556641 Iteration 8Q: 3 clusters Score -1080095 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1080141.125000 Penalty: 10686.556641 Iteration 9Q: 3 clusters Score -1080141 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1080186.250000 Penalty: 10686.556641 Iteration 10Q: 3 clusters Score -1080186 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1080232.625000 Penalty: 10686.556641 Iteration 11Q: 3 clusters Score -1080233 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1080282.750000 Penalty: 10686.556641 Iteration 12Q: 3 clusters Score -1080283 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1080331.250000 Penalty: 10686.556641 Iteration 13Q: 3 clusters Score -1080331 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1080374.750000 Penalty: 10686.556641 Iteration 14Q: 3 clusters Score -1080375 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1080419.125000 Penalty: 10686.556641 Iteration 15Q: 3 clusters Score -1080419 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1080465.625000 Penalty: 10686.556641 Iteration 16Q: 3 clusters Score -1080466 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1080519.375000 Penalty: 10686.556641 Iteration 17Q: 3 clusters Score -1080519 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1080583.750000 Penalty: 10686.556641 Iteration 18Q: 3 clusters Score -1080584 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1080658.625000 Penalty: 10686.556641 Iteration 19Q: 3 clusters Score -1080659 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1080751.125000 Penalty: 10686.556641 Iteration 20F: 3 clusters Score -1080751 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1080840.500000 Penalty: 10686.556641 Iteration 21Q: 3 clusters Score -1080840 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1080929.375000 Penalty: 10686.556641 Iteration 22Q: 3 clusters Score -1080929 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1081019.250000 Penalty: 10686.556641 Iteration 23Q: 3 clusters Score -1081019 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1081108.500000 Penalty: 10686.556641 Iteration 24Q: 3 clusters Score -1081108 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1081192.000000 Penalty: 10686.556641 Iteration 25Q: 3 clusters Score -1081192 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1081266.875000 Penalty: 10686.556641 Iteration 26Q: 3 clusters Score -1081267 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1081344.875000 Penalty: 10686.556641 Iteration 27Q: 3 clusters Score -1081345 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1081419.625000 Penalty: 10686.556641 Iteration 28Q: 3 clusters Score -1081420 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1081498.875000 Penalty: 10686.556641 Iteration 29Q: 3 clusters Score -1081499 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1081562.125000 Penalty: 10686.556641 Iteration 30Q: 3 clusters Score -1081562 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1081616.875000 Penalty: 10686.556641 Iteration 31Q: 3 clusters Score -1081617 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1081645.250000 Penalty: 10686.556641 Iteration 32Q: 3 clusters Score -1081645 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1081674.625000 Penalty: 10686.556641 Iteration 33Q: 3 clusters Score -1081675 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1081698.625000 Penalty: 10686.556641 Iteration 34Q: 3 clusters Score -1081699 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1081715.250000 Penalty: 10686.556641 Iteration 35Q: 3 clusters Score -1081715 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1081733.500000 Penalty: 10686.556641 Iteration 36Q: 3 clusters Score -1081734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1081746.625000 Penalty: 10686.556641 Iteration 37Q: 3 clusters Score -1081747 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1081758.375000 Penalty: 10686.556641 Iteration 38Q: 3 clusters Score -1081758 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1081769.125000 Penalty: 10686.556641 Iteration 39Q: 3 clusters Score -1081769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1081778.125000 Penalty: 10686.556641 Iteration 40F: 3 clusters Score -1081778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1081784.375000 Penalty: 10686.556641 Iteration 41Q: 3 clusters Score -1081784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1081788.125000 Penalty: 10686.556641 Iteration 42Q: 3 clusters Score -1081788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1081790.875000 Penalty: 10686.556641 Iteration 43Q: 3 clusters Score -1081791 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1081791.750000 Penalty: 10686.556641 Iteration 44Q: 3 clusters Score -1081792 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1081798.125000 Penalty: 10686.556641 Iteration 45Q: 3 clusters Score -1081798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1081807.750000 Penalty: 10686.556641 Iteration 46Q: 3 clusters Score -1081808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -1081814.000000 Penalty: 10686.556641 Iteration 47Q: 3 clusters Score -1081814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1081820.000000 Penalty: 10686.556641 Iteration 48Q: 3 clusters Score -1081820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1081820.625000 Penalty: 10686.556641 Iteration 49Q: 3 clusters Score -1081821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1081820.625000 Penalty: 10686.556641 Iteration 50F: 3 clusters Score -1081821 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Entering Unmasked Estep Score: -776604.812500 Penalty: 5157.937500 Iteration 0F: 2 clusters Score -776604.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -770006.250000 Penalty: 10315.875000 Iteration 0F: 3 clusters Score -770006.2 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -771232.187500 Penalty: 10315.875000 Iteration 1F: 3 clusters Score -771232.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -771683.125000 Penalty: 10315.875000 Iteration 2F: 3 clusters Score -771683.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -772057.750000 Penalty: 10315.875000 Iteration 3F: 3 clusters Score -772057.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -772423.562500 Penalty: 10315.875000 Iteration 4Q: 3 clusters Score -772423.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -772726.500000 Penalty: 10315.875000 Iteration 5Q: 3 clusters Score -772726.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -772962.937500 Penalty: 10315.875000 Iteration 6Q: 3 clusters Score -772962.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -773130.125000 Penalty: 10315.875000 Iteration 7Q: 3 clusters Score -773130.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -773241.000000 Penalty: 10315.875000 Iteration 8Q: 3 clusters Score -773241 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -773313.937500 Penalty: 10315.875000 Iteration 9Q: 3 clusters Score -773313.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -773365.750000 Penalty: 10315.875000 Iteration 10Q: 3 clusters Score -773365.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -773407.937500 Penalty: 10315.875000 Iteration 11Q: 3 clusters Score -773407.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -773448.062500 Penalty: 10315.875000 Iteration 12Q: 3 clusters Score -773448.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -773480.250000 Penalty: 10315.875000 Iteration 13Q: 3 clusters Score -773480.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -773498.375000 Penalty: 10315.875000 Iteration 14Q: 3 clusters Score -773498.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -773508.562500 Penalty: 10315.875000 Iteration 15Q: 3 clusters Score -773508.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -773517.187500 Penalty: 10315.875000 Iteration 16Q: 3 clusters Score -773517.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -773523.750000 Penalty: 10315.875000 Iteration 17Q: 3 clusters Score -773523.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -773535.687500 Penalty: 10315.875000 Iteration 18Q: 3 clusters Score -773535.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -773546.500000 Penalty: 10315.875000 Iteration 19Q: 3 clusters Score -773546.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -773566.812500 Penalty: 10315.875000 Iteration 20F: 3 clusters Score -773566.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -773581.937500 Penalty: 10315.875000 Iteration 21Q: 3 clusters Score -773581.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -773599.812500 Penalty: 10315.875000 Iteration 22Q: 3 clusters Score -773599.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -773613.000000 Penalty: 10315.875000 Iteration 23Q: 3 clusters Score -773613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -773625.812500 Penalty: 10315.875000 Iteration 24Q: 3 clusters Score -773625.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -773649.125000 Penalty: 10315.875000 Iteration 25Q: 3 clusters Score -773649.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -773672.062500 Penalty: 10315.875000 Iteration 26Q: 3 clusters Score -773672.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -773682.250000 Penalty: 10315.875000 Iteration 27Q: 3 clusters Score -773682.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -773686.125000 Penalty: 10315.875000 Iteration 28Q: 3 clusters Score -773686.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -773688.875000 Penalty: 10315.875000 Iteration 29Q: 3 clusters Score -773688.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -773690.687500 Penalty: 10315.875000 Iteration 30Q: 3 clusters Score -773690.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -773691.625000 Penalty: 10315.875000 Iteration 31Q: 3 clusters Score -773691.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -773691.625000 Penalty: 10315.875000 Iteration 32F: 3 clusters Score -773691.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Entering Unmasked Estep Score: -150114.281250 Penalty: 4235.272949 Iteration 0F: 2 clusters Score -150114.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -146175.265625 Penalty: 8470.545898 Iteration 0F: 3 clusters Score -146175.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -146842.734375 Penalty: 8470.545898 Iteration 1F: 3 clusters Score -146842.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -147305.515625 Penalty: 8470.545898 Iteration 2F: 3 clusters Score -147305.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -147705.265625 Penalty: 8470.545898 Iteration 3F: 3 clusters Score -147705.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -148204.250000 Penalty: 8470.545898 Iteration 4F: 3 clusters Score -148204.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -148622.437500 Penalty: 8470.545898 Iteration 5Q: 3 clusters Score -148622.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -148999.687500 Penalty: 8470.545898 Iteration 6Q: 3 clusters Score -148999.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -149364.359375 Penalty: 8470.545898 Iteration 7Q: 3 clusters Score -149364.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -149661.031250 Penalty: 8470.545898 Iteration 8Q: 3 clusters Score -149661 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -149989.828125 Penalty: 8470.545898 Iteration 9Q: 3 clusters Score -149989.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -150119.109375 Penalty: 8470.545898 Iteration 10Q: 3 clusters Score -150119.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -150196.390625 Penalty: 8470.545898 Iteration 11Q: 3 clusters Score -150196.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -150277.437500 Penalty: 8470.545898 Iteration 12Q: 3 clusters Score -150277.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -150312.484375 Penalty: 8470.545898 Iteration 13Q: 3 clusters Score -150312.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -150329.093750 Penalty: 8470.545898 Iteration 14Q: 3 clusters Score -150329.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -150343.187500 Penalty: 8470.545898 Iteration 15Q: 3 clusters Score -150343.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -150351.421875 Penalty: 8470.545898 Iteration 16Q: 3 clusters Score -150351.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -150351.421875 Penalty: 8470.545898 Iteration 17F: 3 clusters Score -150351.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18825 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26554 members Mstep: Class 6 contains 11943 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101340 members Mstep: Class 11 contains 5495 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4542 members Mstep: Class 15 contains 538 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 18 contains 469 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146778 members Entering Unmasked Estep Score: -70955528.000000 Penalty: 158266.750000 Splitting cluster 15 changes total score from -70959040.000000 to -70955528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (8967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Entering Unmasked Estep Score: -1577770.500000 Penalty: 5574.550293 Iteration 0F: 2 clusters Score -1577770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1568198.750000 Penalty: 11149.100586 Iteration 0F: 3 clusters Score -1568199 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1570114.750000 Penalty: 11149.100586 Iteration 1F: 3 clusters Score -1570115 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1570516.625000 Penalty: 11149.100586 Iteration 2F: 3 clusters Score -1570517 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1570719.500000 Penalty: 11149.100586 Iteration 3Q: 3 clusters Score -1570720 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1570831.250000 Penalty: 11149.100586 Iteration 4Q: 3 clusters Score -1570831 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1570925.750000 Penalty: 11149.100586 Iteration 5Q: 3 clusters Score -1570926 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1571004.875000 Penalty: 11149.100586 Iteration 6Q: 3 clusters Score -1571005 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1571069.875000 Penalty: 11149.100586 Iteration 7Q: 3 clusters Score -1571070 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1571130.875000 Penalty: 11149.100586 Iteration 8Q: 3 clusters Score -1571131 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1571177.875000 Penalty: 11149.100586 Iteration 9Q: 3 clusters Score -1571178 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1571222.500000 Penalty: 11149.100586 Iteration 10Q: 3 clusters Score -1571222 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1571260.250000 Penalty: 11149.100586 Iteration 11Q: 3 clusters Score -1571260 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1571302.875000 Penalty: 11149.100586 Iteration 12Q: 3 clusters Score -1571303 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -1571345.125000 Penalty: 11149.100586 Iteration 13Q: 3 clusters Score -1571345 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1571378.125000 Penalty: 11149.100586 Iteration 14Q: 3 clusters Score -1571378 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1571415.375000 Penalty: 11149.100586 Iteration 15Q: 3 clusters Score -1571415 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1571448.125000 Penalty: 11149.100586 Iteration 16Q: 3 clusters Score -1571448 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1571477.375000 Penalty: 11149.100586 Iteration 17Q: 3 clusters Score -1571477 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1571504.625000 Penalty: 11149.100586 Iteration 18Q: 3 clusters Score -1571505 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1571531.125000 Penalty: 11149.100586 Iteration 19Q: 3 clusters Score -1571531 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1571559.125000 Penalty: 11149.100586 Iteration 20F: 3 clusters Score -1571559 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1571591.000000 Penalty: 11149.100586 Iteration 21Q: 3 clusters Score -1571591 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1571616.375000 Penalty: 11149.100586 Iteration 22Q: 3 clusters Score -1571616 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1571649.375000 Penalty: 11149.100586 Iteration 23Q: 3 clusters Score -1571649 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1571667.875000 Penalty: 11149.100586 Iteration 24Q: 3 clusters Score -1571668 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1571698.125000 Penalty: 11149.100586 Iteration 25Q: 3 clusters Score -1571698 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1571722.375000 Penalty: 11149.100586 Iteration 26Q: 3 clusters Score -1571722 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -1571741.750000 Penalty: 11149.100586 Iteration 27Q: 3 clusters Score -1571742 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1571770.125000 Penalty: 11149.100586 Iteration 28Q: 3 clusters Score -1571770 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1571804.125000 Penalty: 11149.100586 Iteration 29Q: 3 clusters Score -1571804 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -1571827.750000 Penalty: 11149.100586 Iteration 30Q: 3 clusters Score -1571828 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -1571855.250000 Penalty: 11149.100586 Iteration 31Q: 3 clusters Score -1571855 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1571889.000000 Penalty: 11149.100586 Iteration 32Q: 3 clusters Score -1571889 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -1571923.875000 Penalty: 11149.100586 Iteration 33Q: 3 clusters Score -1571924 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1571955.000000 Penalty: 11149.100586 Iteration 34Q: 3 clusters Score -1571955 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1571988.250000 Penalty: 11149.100586 Iteration 35Q: 3 clusters Score -1571988 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -1572011.500000 Penalty: 11149.100586 Iteration 36Q: 3 clusters Score -1572012 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1572042.125000 Penalty: 11149.100586 Iteration 37Q: 3 clusters Score -1572042 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -1572083.000000 Penalty: 11149.100586 Iteration 38Q: 3 clusters Score -1572083 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -1572125.625000 Penalty: 11149.100586 Iteration 39Q: 3 clusters Score -1572126 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1572169.000000 Penalty: 11149.100586 Iteration 40F: 3 clusters Score -1572169 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1572210.000000 Penalty: 11149.100586 Iteration 41Q: 3 clusters Score -1572210 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1572248.000000 Penalty: 11149.100586 Iteration 42Q: 3 clusters Score -1572248 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1572288.625000 Penalty: 11149.100586 Iteration 43Q: 3 clusters Score -1572289 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1572326.625000 Penalty: 11149.100586 Iteration 44Q: 3 clusters Score -1572327 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1572367.375000 Penalty: 11149.100586 Iteration 45Q: 3 clusters Score -1572367 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1572406.125000 Penalty: 11149.100586 Iteration 46Q: 3 clusters Score -1572406 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -1572459.500000 Penalty: 11149.100586 Iteration 47Q: 3 clusters Score -1572460 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1572507.000000 Penalty: 11149.100586 Iteration 48Q: 3 clusters Score -1572507 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -1572544.000000 Penalty: 11149.100586 Iteration 49Q: 3 clusters Score -1572544 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -1572588.000000 Penalty: 11149.100586 Iteration 50Q: 3 clusters Score -1572588 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1572623.125000 Penalty: 11149.100586 Iteration 51Q: 3 clusters Score -1572623 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1572656.500000 Penalty: 11149.100586 Iteration 52Q: 3 clusters Score -1572656 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1572685.625000 Penalty: 11149.100586 Iteration 53Q: 3 clusters Score -1572686 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -1572716.500000 Penalty: 11149.100586 Iteration 54Q: 3 clusters Score -1572716 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1572742.250000 Penalty: 11149.100586 Iteration 55Q: 3 clusters Score -1572742 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1572758.750000 Penalty: 11149.100586 Iteration 56Q: 3 clusters Score -1572759 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -1572774.125000 Penalty: 11149.100586 Iteration 57Q: 3 clusters Score -1572774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1572794.125000 Penalty: 11149.100586 Iteration 58Q: 3 clusters Score -1572794 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -1572809.125000 Penalty: 11149.100586 Iteration 59Q: 3 clusters Score -1572809 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -1572820.000000 Penalty: 11149.100586 Iteration 60F: 3 clusters Score -1572820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1572831.875000 Penalty: 11149.100586 Iteration 61Q: 3 clusters Score -1572832 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1572843.625000 Penalty: 11149.100586 Iteration 62Q: 3 clusters Score -1572844 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -1572853.375000 Penalty: 11149.100586 Iteration 63Q: 3 clusters Score -1572853 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -1572869.500000 Penalty: 11149.100586 Iteration 64Q: 3 clusters Score -1572870 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -1572874.625000 Penalty: 11149.100586 Iteration 65Q: 3 clusters Score -1572875 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1572884.125000 Penalty: 11149.100586 Iteration 66Q: 3 clusters Score -1572884 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -1572893.875000 Penalty: 11149.100586 Iteration 67Q: 3 clusters Score -1572894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -1572900.750000 Penalty: 11149.100586 Iteration 68Q: 3 clusters Score -1572901 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -1572907.750000 Penalty: 11149.100586 Iteration 69Q: 3 clusters Score -1572908 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1572912.750000 Penalty: 11149.100586 Iteration 70Q: 3 clusters Score -1572913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1572916.625000 Penalty: 11149.100586 Iteration 71Q: 3 clusters Score -1572917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1572920.125000 Penalty: 11149.100586 Iteration 72Q: 3 clusters Score -1572920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1572922.000000 Penalty: 11149.100586 Iteration 73Q: 3 clusters Score -1572922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1572922.000000 Penalty: 11149.100586 Iteration 74F: 3 clusters Score -1572922 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Entering Unmasked Estep Score: -114052.023438 Penalty: 4034.030029 Iteration 0F: 2 clusters Score -114052 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -110276.312500 Penalty: 8068.060059 Iteration 0F: 3 clusters Score -110276.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -110522.226562 Penalty: 8068.060059 Iteration 1F: 3 clusters Score -110522.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -110614.492188 Penalty: 8068.060059 Iteration 2Q: 3 clusters Score -110614.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -110673.710938 Penalty: 8068.060059 Iteration 3Q: 3 clusters Score -110673.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -110719.296875 Penalty: 8068.060059 Iteration 4Q: 3 clusters Score -110719.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -110751.828125 Penalty: 8068.060059 Iteration 5Q: 3 clusters Score -110751.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -110776.109375 Penalty: 8068.060059 Iteration 6Q: 3 clusters Score -110776.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -110796.906250 Penalty: 8068.060059 Iteration 7Q: 3 clusters Score -110796.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -110814.273438 Penalty: 8068.060059 Iteration 8Q: 3 clusters Score -110814.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -110839.140625 Penalty: 8068.060059 Iteration 9Q: 3 clusters Score -110839.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -110884.453125 Penalty: 8068.060059 Iteration 10Q: 3 clusters Score -110884.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -110960.078125 Penalty: 8068.060059 Iteration 11Q: 3 clusters Score -110960.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -111117.312500 Penalty: 8068.060059 Iteration 12Q: 3 clusters Score -111117.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -111280.234375 Penalty: 8068.060059 Iteration 13Q: 3 clusters Score -111280.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -111386.562500 Penalty: 8068.060059 Iteration 14Q: 3 clusters Score -111386.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -111432.718750 Penalty: 8068.060059 Iteration 15Q: 3 clusters Score -111432.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -111459.085938 Penalty: 8068.060059 Iteration 16Q: 3 clusters Score -111459.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -111497.132812 Penalty: 8068.060059 Iteration 17Q: 3 clusters Score -111497.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -111512.382812 Penalty: 8068.060059 Iteration 18Q: 3 clusters Score -111512.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -111523.390625 Penalty: 8068.060059 Iteration 19Q: 3 clusters Score -111523.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -111537.812500 Penalty: 8068.060059 Iteration 20F: 3 clusters Score -111537.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -111550.765625 Penalty: 8068.060059 Iteration 21Q: 3 clusters Score -111550.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -111577.781250 Penalty: 8068.060059 Iteration 22Q: 3 clusters Score -111577.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -111594.515625 Penalty: 8068.060059 Iteration 23Q: 3 clusters Score -111594.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -111598.750000 Penalty: 8068.060059 Iteration 24Q: 3 clusters Score -111598.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -111603.617188 Penalty: 8068.060059 Iteration 25Q: 3 clusters Score -111603.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -111611.320312 Penalty: 8068.060059 Iteration 26Q: 3 clusters Score -111611.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -111612.882812 Penalty: 8068.060059 Iteration 27Q: 3 clusters Score -111612.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -111612.882812 Penalty: 8068.060059 Iteration 28F: 3 clusters Score -111612.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Entering Unmasked Estep Score: -258580.046875 Penalty: 4466.139160 Iteration 0F: 2 clusters Score -258580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -253965.250000 Penalty: 8932.278320 Iteration 0F: 3 clusters Score -253965.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -254446.843750 Penalty: 8932.278320 Iteration 1F: 3 clusters Score -254446.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -254591.656250 Penalty: 8932.278320 Iteration 2F: 3 clusters Score -254591.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -254660.718750 Penalty: 8932.278320 Iteration 3Q: 3 clusters Score -254660.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -254690.671875 Penalty: 8932.278320 Iteration 4Q: 3 clusters Score -254690.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -254705.000000 Penalty: 8932.278320 Iteration 5Q: 3 clusters Score -254705 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -254722.125000 Penalty: 8932.278320 Iteration 6Q: 3 clusters Score -254722.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -254727.781250 Penalty: 8932.278320 Iteration 7Q: 3 clusters Score -254727.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -254731.406250 Penalty: 8932.278320 Iteration 8Q: 3 clusters Score -254731.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -254734.796875 Penalty: 8932.278320 Iteration 9Q: 3 clusters Score -254734.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -254734.796875 Penalty: 8932.278320 Iteration 10F: 3 clusters Score -254734.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (146778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146778 members Entering Unmasked Estep Score: -25915856.000000 Penalty: 7286.713867 Iteration 0F: 2 clusters Score -2.591586e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73757 members Mstep: Class 2 contains 73021 members Entering Unmasked Estep Score: -25816720.000000 Penalty: 14573.427734 Iteration 0F: 3 clusters Score -2.581672e+07 nChanged 68520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76567 members Mstep: Class 2 contains 70211 members Entering Unmasked Estep Score: -25854652.000000 Penalty: 14573.427734 Iteration 1F: 3 clusters Score -2.585465e+07 nChanged 5143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78372 members Mstep: Class 2 contains 68406 members Entering Unmasked Estep Score: -25855846.000000 Penalty: 14573.427734 Iteration 2Q: 3 clusters Score -2.585585e+07 nChanged 5040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81046 members Mstep: Class 2 contains 65732 members Entering Unmasked Estep Score: -25857364.000000 Penalty: 14573.427734 Iteration 3Q: 3 clusters Score -2.585736e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84909 members Mstep: Class 2 contains 61869 members Entering Unmasked Estep Score: -25859184.000000 Penalty: 14573.427734 Iteration 4Q: 3 clusters Score -2.585918e+07 nChanged 6406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90533 members Mstep: Class 2 contains 56245 members Entering Unmasked Estep Score: -25862046.000000 Penalty: 14573.427734 Iteration 5Q: 3 clusters Score -2.586205e+07 nChanged 8172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98371 members Mstep: Class 2 contains 48407 members Entering Unmasked Estep Score: -25866546.000000 Penalty: 14573.427734 Iteration 6F: 3 clusters Score -2.586655e+07 nChanged 10431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108714 members Mstep: Class 2 contains 38064 members Entering Unmasked Estep Score: -25874226.000000 Penalty: 14573.427734 Iteration 7F: 3 clusters Score -2.587423e+07 nChanged 12228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120908 members Mstep: Class 2 contains 25870 members Entering Unmasked Estep Score: -25884912.000000 Penalty: 14573.427734 Iteration 8F: 3 clusters Score -2.588491e+07 nChanged 11701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132591 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -25896202.000000 Penalty: 14573.427734 Iteration 9F: 3 clusters Score -2.58962e+07 nChanged 7961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140540 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -25903890.000000 Penalty: 14573.427734 Iteration 10F: 3 clusters Score -2.590389e+07 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144210 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -25907422.000000 Penalty: 14573.427734 Iteration 11Q: 3 clusters Score -2.590742e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145467 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -25908704.000000 Penalty: 14573.427734 Iteration 12Q: 3 clusters Score -2.59087e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145858 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -25909246.000000 Penalty: 14573.427734 Iteration 13Q: 3 clusters Score -2.590925e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146006 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -25909514.000000 Penalty: 14573.427734 Iteration 14Q: 3 clusters Score -2.590951e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146054 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -25909662.000000 Penalty: 14573.427734 Iteration 15Q: 3 clusters Score -2.590966e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146077 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -25909778.000000 Penalty: 14573.427734 Iteration 16Q: 3 clusters Score -2.590978e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146091 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -25909822.000000 Penalty: 14573.427734 Iteration 17Q: 3 clusters Score -2.590982e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146098 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -25909852.000000 Penalty: 14573.427734 Iteration 18Q: 3 clusters Score -2.590985e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146108 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -25909868.000000 Penalty: 14573.427734 Iteration 19Q: 3 clusters Score -2.590987e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146117 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -25909894.000000 Penalty: 14573.427734 Iteration 20F: 3 clusters Score -2.590989e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146116 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -25909936.000000 Penalty: 14573.427734 Iteration 21Q: 3 clusters Score -2.590994e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146122 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25909912.000000 Penalty: 14573.427734 Iteration 22Q: 3 clusters Score -2.590991e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146128 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -25909964.000000 Penalty: 14573.427734 Iteration 23Q: 3 clusters Score -2.590996e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146122 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25909950.000000 Penalty: 14573.427734 Iteration 24Q: 3 clusters Score -2.590995e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146122 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25909964.000000 Penalty: 14573.427734 Iteration 25Q: 3 clusters Score -2.590996e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146121 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -25909992.000000 Penalty: 14573.427734 Iteration 26Q: 3 clusters Score -2.590999e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146119 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -25910002.000000 Penalty: 14573.427734 Iteration 27Q: 3 clusters Score -2.591e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146120 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -25909996.000000 Penalty: 14573.427734 Iteration 28Q: 3 clusters Score -2.591e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146117 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -25910000.000000 Penalty: 14573.427734 Iteration 29Q: 3 clusters Score -2.591e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146120 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -25910024.000000 Penalty: 14573.427734 Iteration 30Q: 3 clusters Score -2.591002e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146122 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25910004.000000 Penalty: 14573.427734 Iteration 31Q: 3 clusters Score -2.591e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146123 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -25910030.000000 Penalty: 14573.427734 Iteration 32Q: 3 clusters Score -2.591003e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146124 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -25910014.000000 Penalty: 14573.427734 Iteration 33Q: 3 clusters Score -2.591001e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146125 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -25910016.000000 Penalty: 14573.427734 Iteration 34Q: 3 clusters Score -2.591002e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146125 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -25910016.000000 Penalty: 14573.427734 Iteration 35F: 3 clusters Score -2.591002e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18825 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26554 members Mstep: Class 6 contains 11943 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101340 members Mstep: Class 11 contains 5495 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4542 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146778 members Entering Unmasked Estep ConsiderDeletion Score: -70959000.000000 Penalty: 150353.421875 Iteration 79Q: 20 clusters Score -7.0959e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 18826 members Mstep: Class 4 contains 23463 members Mstep: Class 5 contains 26559 members Mstep: Class 6 contains 11941 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46468 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101341 members Mstep: Class 11 contains 5501 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4538 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 146770 members Entering Unmasked Estep ConsiderDeletion Score: -70959248.000000 Penalty: 150353.421875 Iteration 80F: 20 clusters Score -7.095925e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18826 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26563 members Mstep: Class 6 contains 11938 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46468 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101337 members Mstep: Class 11 contains 5509 members Mstep: Class 12 contains 791 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4535 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 725 members Mstep: Class 20 contains 1467 members Mstep: Class 21 contains 146770 members Entering Unmasked Estep ConsiderDeletion Score: -70959912.000000 Penalty: 150353.421875 Iteration 81Q: 20 clusters Score -7.095991e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18827 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26564 members Mstep: Class 6 contains 11936 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101335 members Mstep: Class 11 contains 5519 members Mstep: Class 12 contains 878 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4530 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 724 members Mstep: Class 20 contains 1466 members Mstep: Class 21 contains 146763 members Entering Unmasked Estep ConsiderDeletion Score: -70960248.000000 Penalty: 150353.421875 Iteration 82Q: 20 clusters Score -7.096025e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18829 members Mstep: Class 4 contains 23458 members Mstep: Class 5 contains 26567 members Mstep: Class 6 contains 11934 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46468 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101335 members Mstep: Class 11 contains 5526 members Mstep: Class 12 contains 912 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4525 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8967 members Mstep: Class 17 contains 720 members Mstep: Class 20 contains 1466 members Mstep: Class 21 contains 146761 members Entering Unmasked Estep ConsiderDeletion Score: -70960552.000000 Penalty: 150353.421875 Iteration 83Q: 20 clusters Score -7.096055e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18829 members Mstep: Class 4 contains 23457 members Mstep: Class 5 contains 26570 members Mstep: Class 6 contains 11936 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46469 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101332 members Mstep: Class 11 contains 5531 members Mstep: Class 12 contains 917 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 718 members Mstep: Class 20 contains 1465 members Mstep: Class 21 contains 146756 members Entering Unmasked Estep ConsiderDeletion Score: -70960688.000000 Penalty: 150353.421875 Iteration 84Q: 20 clusters Score -7.096069e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18832 members Mstep: Class 4 contains 23457 members Mstep: Class 5 contains 26573 members Mstep: Class 6 contains 11935 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46470 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101329 members Mstep: Class 11 contains 5531 members Mstep: Class 12 contains 916 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4517 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 716 members Mstep: Class 20 contains 1469 members Mstep: Class 21 contains 146755 members Entering Unmasked Estep ConsiderDeletion Score: -70960776.000000 Penalty: 150353.421875 Iteration 85Q: 20 clusters Score -7.096078e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23456 members Mstep: Class 5 contains 26577 members Mstep: Class 6 contains 11935 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46470 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101327 members Mstep: Class 11 contains 5532 members Mstep: Class 12 contains 915 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4516 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 715 members Mstep: Class 20 contains 1474 members Mstep: Class 21 contains 146748 members Entering Unmasked Estep ConsiderDeletion Score: -70960864.000000 Penalty: 150353.421875 Iteration 86Q: 20 clusters Score -7.096086e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18834 members Mstep: Class 4 contains 23456 members Mstep: Class 5 contains 26576 members Mstep: Class 6 contains 11934 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46470 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101327 members Mstep: Class 11 contains 5538 members Mstep: Class 12 contains 915 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4514 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 713 members Mstep: Class 20 contains 1478 members Mstep: Class 21 contains 146745 members Entering Unmasked Estep ConsiderDeletion Score: -70960896.000000 Penalty: 150353.421875 Iteration 87Q: 20 clusters Score -7.09609e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18834 members Mstep: Class 4 contains 23457 members Mstep: Class 5 contains 26578 members Mstep: Class 6 contains 11932 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46471 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101328 members Mstep: Class 11 contains 5538 members Mstep: Class 12 contains 916 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4514 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8971 members Mstep: Class 17 contains 713 members Mstep: Class 20 contains 1481 members Mstep: Class 21 contains 146740 members Entering Unmasked Estep ConsiderDeletion Score: -70960936.000000 Penalty: 150353.421875 Iteration 88Q: 20 clusters Score -7.096094e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23457 members Mstep: Class 5 contains 26581 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46471 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101327 members Mstep: Class 11 contains 5544 members Mstep: Class 12 contains 916 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4511 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146732 members Entering Unmasked Estep ConsiderDeletion Score: -70960864.000000 Penalty: 150353.421875 Iteration 89Q: 20 clusters Score -7.096086e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18838 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 26580 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46472 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101325 members Mstep: Class 11 contains 5548 members Mstep: Class 12 contains 920 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4508 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146725 members Entering Unmasked Estep ConsiderDeletion Score: -70960888.000000 Penalty: 150353.421875 Iteration 90Q: 20 clusters Score -7.096089e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18837 members Mstep: Class 4 contains 23457 members Mstep: Class 5 contains 26583 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46473 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101324 members Mstep: Class 11 contains 5551 members Mstep: Class 12 contains 925 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4508 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146718 members Entering Unmasked Estep ConsiderDeletion Score: -70960920.000000 Penalty: 150353.421875 Iteration 91Q: 20 clusters Score -7.096092e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23456 members Mstep: Class 5 contains 26584 members Mstep: Class 6 contains 11929 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46473 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5555 members Mstep: Class 12 contains 928 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4508 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146714 members Entering Unmasked Estep ConsiderDeletion Score: -70960936.000000 Penalty: 150353.421875 Iteration 92Q: 20 clusters Score -7.096094e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23458 members Mstep: Class 5 contains 26584 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46473 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 930 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4507 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146709 members Entering Unmasked Estep ConsiderDeletion Score: -70960888.000000 Penalty: 150353.421875 Iteration 93Q: 20 clusters Score -7.096089e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 26585 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46473 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4507 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146706 members Entering Unmasked Estep ConsiderDeletion Score: -70960976.000000 Penalty: 150353.421875 Iteration 94Q: 20 clusters Score -7.096098e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46473 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4506 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146706 members Entering Unmasked Estep ConsiderDeletion Score: -70960952.000000 Penalty: 150353.421875 Iteration 95Q: 20 clusters Score -7.096095e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23459 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4505 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8970 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146709 members Entering Unmasked Estep ConsiderDeletion Score: -70960992.000000 Penalty: 150353.421875 Iteration 96Q: 20 clusters Score -7.096099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5553 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4503 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146711 members Entering Unmasked Estep ConsiderDeletion Score: -70960992.000000 Penalty: 150353.421875 Iteration 97Q: 20 clusters Score -7.096099e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4504 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146710 members Entering Unmasked Estep ConsiderDeletion Score: -70961000.000000 Penalty: 150353.421875 Iteration 98Q: 20 clusters Score -7.0961e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4503 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146711 members Entering Unmasked Estep ConsiderDeletion Score: -70961000.000000 Penalty: 150353.421875 Iteration 99Q: 20 clusters Score -7.0961e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 18836 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26586 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4501 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1484 members Mstep: Class 21 contains 146712 members Entering Unmasked Estep ConsiderDeletion Score: -70961016.000000 Penalty: 150353.421875 Iteration 100F: 20 clusters Score -7.096102e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18835 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26587 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101323 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 935 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1485 members Mstep: Class 21 contains 146707 members Entering Unmasked Estep ConsiderDeletion Score: -70961016.000000 Penalty: 150353.421875 Iteration 101Q: 20 clusters Score -7.096102e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18837 members Mstep: Class 4 contains 23460 members Mstep: Class 5 contains 26585 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101324 members Mstep: Class 11 contains 5554 members Mstep: Class 12 contains 939 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4496 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1488 members Mstep: Class 21 contains 146703 members Entering Unmasked Estep ConsiderDeletion Score: -70961056.000000 Penalty: 150353.421875 Iteration 102Q: 20 clusters Score -7.096106e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18838 members Mstep: Class 4 contains 23461 members Mstep: Class 5 contains 26587 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101324 members Mstep: Class 11 contains 5555 members Mstep: Class 12 contains 941 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4493 members Mstep: Class 15 contains 1007 members Mstep: Class 16 contains 8968 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146697 members Entering Unmasked Estep ConsiderDeletion Score: -70961032.000000 Penalty: 150353.421875 Iteration 103Q: 20 clusters Score -7.096103e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18841 members Mstep: Class 4 contains 23463 members Mstep: Class 5 contains 26587 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101322 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 945 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4490 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8968 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146691 members Entering Unmasked Estep ConsiderDeletion Score: -70961056.000000 Penalty: 150353.421875 Iteration 104Q: 20 clusters Score -7.096106e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18843 members Mstep: Class 4 contains 23464 members Mstep: Class 5 contains 26590 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101322 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 944 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4488 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8968 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146689 members Entering Unmasked Estep ConsiderDeletion Score: -70961024.000000 Penalty: 150353.421875 Iteration 105Q: 20 clusters Score -7.096102e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18844 members Mstep: Class 4 contains 23465 members Mstep: Class 5 contains 26590 members Mstep: Class 6 contains 11929 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101320 members Mstep: Class 11 contains 5556 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4485 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146690 members Entering Unmasked Estep ConsiderDeletion Score: -70961048.000000 Penalty: 150353.421875 Iteration 106Q: 20 clusters Score -7.096105e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18844 members Mstep: Class 4 contains 23464 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5561 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4485 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146687 members Entering Unmasked Estep ConsiderDeletion Score: -70961088.000000 Penalty: 150353.421875 Iteration 107Q: 20 clusters Score -7.096109e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23464 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46474 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146686 members Entering Unmasked Estep ConsiderDeletion Score: -70961128.000000 Penalty: 150353.421875 Iteration 108Q: 20 clusters Score -7.096113e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23463 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11931 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46475 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5563 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146685 members Entering Unmasked Estep ConsiderDeletion Score: -70961088.000000 Penalty: 150353.421875 Iteration 109Q: 20 clusters Score -7.096109e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26588 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46477 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5563 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146686 members Entering Unmasked Estep ConsiderDeletion Score: -70961056.000000 Penalty: 150353.421875 Iteration 110Q: 20 clusters Score -7.096106e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26588 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46479 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146685 members Entering Unmasked Estep ConsiderDeletion Score: -70961080.000000 Penalty: 150353.421875 Iteration 111Q: 20 clusters Score -7.096108e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26588 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46480 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146684 members Entering Unmasked Estep ConsiderDeletion Score: -70961056.000000 Penalty: 150353.421875 Iteration 112Q: 20 clusters Score -7.096106e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26588 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5561 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146684 members Entering Unmasked Estep ConsiderDeletion Score: -70961072.000000 Penalty: 150353.421875 Iteration 113Q: 20 clusters Score -7.096107e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5561 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146683 members Entering Unmasked Estep ConsiderDeletion Score: -70961080.000000 Penalty: 150353.421875 Iteration 114Q: 20 clusters Score -7.096108e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146682 members Entering Unmasked Estep ConsiderDeletion Score: -70961096.000000 Penalty: 150353.421875 Iteration 115Q: 20 clusters Score -7.09611e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146682 members Entering Unmasked Estep ConsiderDeletion Score: -70961096.000000 Penalty: 150353.421875 Iteration 116F: 20 clusters Score -7.09611e+07 nChanged 0 Entering ConstructFrom: Score: -70961096.000000 Penalty: 150353.421875 Entering ConstructFrom: Trying to split cluster 1 (581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Entering Unmasked Estep Score: -91329.218750 Penalty: 3898.409912 Iteration 0F: 2 clusters Score -91329.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -87833.914062 Penalty: 7796.819824 Iteration 0F: 3 clusters Score -87833.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -88031.562500 Penalty: 7796.819824 Iteration 1F: 3 clusters Score -88031.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -88107.898438 Penalty: 7796.819824 Iteration 2Q: 3 clusters Score -88107.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -88139.257812 Penalty: 7796.819824 Iteration 3Q: 3 clusters Score -88139.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -88154.406250 Penalty: 7796.819824 Iteration 4Q: 3 clusters Score -88154.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -88159.460938 Penalty: 7796.819824 Iteration 5Q: 3 clusters Score -88159.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -88164.695312 Penalty: 7796.819824 Iteration 6Q: 3 clusters Score -88164.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -88164.695312 Penalty: 7796.819824 Iteration 7F: 3 clusters Score -88164.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -148458.156250 Penalty: 4279.271973 Iteration 0F: 2 clusters Score -148458.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -144532.953125 Penalty: 8558.543945 Iteration 0F: 3 clusters Score -144533 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -145616.687500 Penalty: 8558.543945 Iteration 1F: 3 clusters Score -145616.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146978.156250 Penalty: 8558.543945 Iteration 2F: 3 clusters Score -146978.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -147977.203125 Penalty: 8558.543945 Iteration 3F: 3 clusters Score -147977.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -148915.875000 Penalty: 8558.543945 Iteration 4F: 3 clusters Score -148915.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -149755.078125 Penalty: 8558.543945 Iteration 5F: 3 clusters Score -149755.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -150538.937500 Penalty: 8558.543945 Iteration 6Q: 3 clusters Score -150538.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -151112.984375 Penalty: 8558.543945 Iteration 7Q: 3 clusters Score -151113 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -151310.921875 Penalty: 8558.543945 Iteration 8Q: 3 clusters Score -151310.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -151377.484375 Penalty: 8558.543945 Iteration 9Q: 3 clusters Score -151377.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -151419.093750 Penalty: 8558.543945 Iteration 10Q: 3 clusters Score -151419.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -151455.609375 Penalty: 8558.543945 Iteration 11Q: 3 clusters Score -151455.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -151462.921875 Penalty: 8558.543945 Iteration 12Q: 3 clusters Score -151462.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -151462.921875 Penalty: 8558.543945 Iteration 13F: 3 clusters Score -151462.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 207 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 18 contains 875 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146682 members Entering Unmasked Estep Score: -70960472.000000 Penalty: 158266.750000 Splitting cluster 2 changes total score from -70961096.000000 to -70960472.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (18842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18842 members Entering Unmasked Estep Score: -3351633.500000 Penalty: 6029.354004 Iteration 0F: 2 clusters Score -3351634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -3335839.750000 Penalty: 12058.708008 Iteration 0F: 3 clusters Score -3335840 nChanged 7585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -3339860.750000 Penalty: 12058.708008 Iteration 1F: 3 clusters Score -3339861 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -3340427.500000 Penalty: 12058.708008 Iteration 2F: 3 clusters Score -3340428 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -3340769.000000 Penalty: 12058.708008 Iteration 3Q: 3 clusters Score -3340769 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -3341071.500000 Penalty: 12058.708008 Iteration 4Q: 3 clusters Score -3341072 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -3341321.500000 Penalty: 12058.708008 Iteration 5Q: 3 clusters Score -3341322 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -3341587.500000 Penalty: 12058.708008 Iteration 6Q: 3 clusters Score -3341588 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -3341816.750000 Penalty: 12058.708008 Iteration 7Q: 3 clusters Score -3341817 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -3342050.000000 Penalty: 12058.708008 Iteration 8Q: 3 clusters Score -3342050 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -3342268.250000 Penalty: 12058.708008 Iteration 9Q: 3 clusters Score -3342268 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11797 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -3342491.750000 Penalty: 12058.708008 Iteration 10Q: 3 clusters Score -3342492 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -3342793.000000 Penalty: 12058.708008 Iteration 11Q: 3 clusters Score -3342793 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -3343141.250000 Penalty: 12058.708008 Iteration 12Q: 3 clusters Score -3343141 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -3343528.000000 Penalty: 12058.708008 Iteration 13Q: 3 clusters Score -3343528 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -3343942.500000 Penalty: 12058.708008 Iteration 14Q: 3 clusters Score -3343942 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -3344357.000000 Penalty: 12058.708008 Iteration 15Q: 3 clusters Score -3344357 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -3344733.500000 Penalty: 12058.708008 Iteration 16Q: 3 clusters Score -3344734 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -3345081.000000 Penalty: 12058.708008 Iteration 17Q: 3 clusters Score -3345081 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -3345405.750000 Penalty: 12058.708008 Iteration 18Q: 3 clusters Score -3345406 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -3345707.000000 Penalty: 12058.708008 Iteration 19Q: 3 clusters Score -3345707 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -3346017.250000 Penalty: 12058.708008 Iteration 20F: 3 clusters Score -3346017 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -3346301.750000 Penalty: 12058.708008 Iteration 21Q: 3 clusters Score -3346302 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -3346578.000000 Penalty: 12058.708008 Iteration 22Q: 3 clusters Score -3346578 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -3346770.500000 Penalty: 12058.708008 Iteration 23Q: 3 clusters Score -3346770 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16808 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -3346924.500000 Penalty: 12058.708008 Iteration 24Q: 3 clusters Score -3346924 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -3347021.250000 Penalty: 12058.708008 Iteration 25Q: 3 clusters Score -3347021 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -3347093.000000 Penalty: 12058.708008 Iteration 26Q: 3 clusters Score -3347093 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -3347139.500000 Penalty: 12058.708008 Iteration 27Q: 3 clusters Score -3347140 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -3347183.500000 Penalty: 12058.708008 Iteration 28Q: 3 clusters Score -3347184 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -3347211.000000 Penalty: 12058.708008 Iteration 29Q: 3 clusters Score -3347211 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -3347229.750000 Penalty: 12058.708008 Iteration 30Q: 3 clusters Score -3347230 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -3347237.500000 Penalty: 12058.708008 Iteration 31Q: 3 clusters Score -3347238 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17081 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -3347252.250000 Penalty: 12058.708008 Iteration 32Q: 3 clusters Score -3347252 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -3347254.000000 Penalty: 12058.708008 Iteration 33Q: 3 clusters Score -3347254 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17101 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3347255.250000 Penalty: 12058.708008 Iteration 34Q: 3 clusters Score -3347255 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17101 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3347257.500000 Penalty: 12058.708008 Iteration 35Q: 3 clusters Score -3347258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -3347259.500000 Penalty: 12058.708008 Iteration 36Q: 3 clusters Score -3347260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17110 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -3347263.250000 Penalty: 12058.708008 Iteration 37Q: 3 clusters Score -3347263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17112 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -3347268.750000 Penalty: 12058.708008 Iteration 38Q: 3 clusters Score -3347269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -3347268.500000 Penalty: 12058.708008 Iteration 39Q: 3 clusters Score -3347268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -3347272.000000 Penalty: 12058.708008 Iteration 40F: 3 clusters Score -3347272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17119 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -3347270.500000 Penalty: 12058.708008 Iteration 41Q: 3 clusters Score -3347270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17121 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -3347271.750000 Penalty: 12058.708008 Iteration 42Q: 3 clusters Score -3347272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17122 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -3347270.750000 Penalty: 12058.708008 Iteration 43Q: 3 clusters Score -3347271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17122 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -3347270.750000 Penalty: 12058.708008 Iteration 44F: 3 clusters Score -3347271 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (23462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23462 members Entering Unmasked Estep Score: -4053552.250000 Penalty: 6163.671387 Iteration 0F: 2 clusters Score -4053552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -4034889.250000 Penalty: 12327.342773 Iteration 0F: 3 clusters Score -4034889 nChanged 9552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -4039896.000000 Penalty: 12327.342773 Iteration 1F: 3 clusters Score -4039896 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -4040724.250000 Penalty: 12327.342773 Iteration 2F: 3 clusters Score -4040724 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -4041576.250000 Penalty: 12327.342773 Iteration 3F: 3 clusters Score -4041576 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13093 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -4042639.750000 Penalty: 12327.342773 Iteration 4F: 3 clusters Score -4042640 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -4043793.500000 Penalty: 12327.342773 Iteration 5F: 3 clusters Score -4043794 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14994 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -4045186.250000 Penalty: 12327.342773 Iteration 6F: 3 clusters Score -4045186 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16314 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -4046732.500000 Penalty: 12327.342773 Iteration 7F: 3 clusters Score -4046732 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17705 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -4048315.000000 Penalty: 12327.342773 Iteration 8F: 3 clusters Score -4048315 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18835 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -4049554.000000 Penalty: 12327.342773 Iteration 9F: 3 clusters Score -4049554 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19668 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -4050384.250000 Penalty: 12327.342773 Iteration 10Q: 3 clusters Score -4050384 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20173 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -4050816.000000 Penalty: 12327.342773 Iteration 11Q: 3 clusters Score -4050816 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20476 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -4051080.250000 Penalty: 12327.342773 Iteration 12Q: 3 clusters Score -4051080 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -4051249.250000 Penalty: 12327.342773 Iteration 13Q: 3 clusters Score -4051249 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20854 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -4051350.750000 Penalty: 12327.342773 Iteration 14Q: 3 clusters Score -4051351 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20959 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -4051410.750000 Penalty: 12327.342773 Iteration 15Q: 3 clusters Score -4051411 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21016 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -4051439.750000 Penalty: 12327.342773 Iteration 16Q: 3 clusters Score -4051440 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21056 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -4051437.250000 Penalty: 12327.342773 Iteration 17Q: 3 clusters Score -4051437 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21080 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -4051465.500000 Penalty: 12327.342773 Iteration 18Q: 3 clusters Score -4051466 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -4051474.250000 Penalty: 12327.342773 Iteration 19Q: 3 clusters Score -4051474 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21133 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -4051494.250000 Penalty: 12327.342773 Iteration 20F: 3 clusters Score -4051494 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21155 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -4051498.500000 Penalty: 12327.342773 Iteration 21Q: 3 clusters Score -4051498 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21169 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -4051493.500000 Penalty: 12327.342773 Iteration 22Q: 3 clusters Score -4051494 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21181 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -4051494.750000 Penalty: 12327.342773 Iteration 23Q: 3 clusters Score -4051495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21190 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -4051499.750000 Penalty: 12327.342773 Iteration 24Q: 3 clusters Score -4051500 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21199 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -4051500.250000 Penalty: 12327.342773 Iteration 25Q: 3 clusters Score -4051500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21207 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -4051499.500000 Penalty: 12327.342773 Iteration 26Q: 3 clusters Score -4051500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21210 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -4051500.000000 Penalty: 12327.342773 Iteration 27Q: 3 clusters Score -4051500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21213 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -4051503.000000 Penalty: 12327.342773 Iteration 28Q: 3 clusters Score -4051503 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21220 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -4051508.500000 Penalty: 12327.342773 Iteration 29Q: 3 clusters Score -4051508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21226 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -4051513.000000 Penalty: 12327.342773 Iteration 30Q: 3 clusters Score -4051513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21228 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -4051513.750000 Penalty: 12327.342773 Iteration 31Q: 3 clusters Score -4051514 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -4051519.750000 Penalty: 12327.342773 Iteration 32Q: 3 clusters Score -4051520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21239 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -4051523.000000 Penalty: 12327.342773 Iteration 33Q: 3 clusters Score -4051523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21242 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -4051530.250000 Penalty: 12327.342773 Iteration 34Q: 3 clusters Score -4051530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -4051529.000000 Penalty: 12327.342773 Iteration 35Q: 3 clusters Score -4051529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21245 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -4051533.750000 Penalty: 12327.342773 Iteration 36Q: 3 clusters Score -4051534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21246 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -4051528.750000 Penalty: 12327.342773 Iteration 37Q: 3 clusters Score -4051529 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21246 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -4051528.750000 Penalty: 12327.342773 Iteration 38F: 3 clusters Score -4051529 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (26589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26589 members Entering Unmasked Estep Score: -4635300.000000 Penalty: 6240.304688 Iteration 0F: 2 clusters Score -4635300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -4614589.000000 Penalty: 12480.609375 Iteration 0F: 3 clusters Score -4614589 nChanged 11037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -4620650.000000 Penalty: 12480.609375 Iteration 1F: 3 clusters Score -4620650 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -4621980.500000 Penalty: 12480.609375 Iteration 2F: 3 clusters Score -4621980 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -4623400.000000 Penalty: 12480.609375 Iteration 3F: 3 clusters Score -4623400 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 14106 members Entering Unmasked Estep Score: -4624747.000000 Penalty: 12480.609375 Iteration 4F: 3 clusters Score -4624747 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12279 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -4625799.000000 Penalty: 12480.609375 Iteration 5F: 3 clusters Score -4625799 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 14436 members Entering Unmasked Estep Score: -4626639.500000 Penalty: 12480.609375 Iteration 6F: 3 clusters Score -4626640 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -4627343.500000 Penalty: 12480.609375 Iteration 7Q: 3 clusters Score -4627344 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 14475 members Entering Unmasked Estep Score: -4627932.000000 Penalty: 12480.609375 Iteration 8Q: 3 clusters Score -4627932 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -4628495.500000 Penalty: 12480.609375 Iteration 9Q: 3 clusters Score -4628496 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12280 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -4629032.000000 Penalty: 12480.609375 Iteration 10Q: 3 clusters Score -4629032 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12437 members Mstep: Class 2 contains 14152 members Entering Unmasked Estep Score: -4629648.500000 Penalty: 12480.609375 Iteration 11Q: 3 clusters Score -4629648 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 13914 members Entering Unmasked Estep Score: -4630266.500000 Penalty: 12480.609375 Iteration 12Q: 3 clusters Score -4630266 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -4630961.000000 Penalty: 12480.609375 Iteration 13Q: 3 clusters Score -4630961 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -4631606.500000 Penalty: 12480.609375 Iteration 14Q: 3 clusters Score -4631606 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -4632239.000000 Penalty: 12480.609375 Iteration 15Q: 3 clusters Score -4632239 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -4632697.500000 Penalty: 12480.609375 Iteration 16Q: 3 clusters Score -4632698 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13653 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -4633020.000000 Penalty: 12480.609375 Iteration 17Q: 3 clusters Score -4633020 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -4633222.500000 Penalty: 12480.609375 Iteration 18Q: 3 clusters Score -4633222 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -4633404.000000 Penalty: 12480.609375 Iteration 19Q: 3 clusters Score -4633404 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -4633504.500000 Penalty: 12480.609375 Iteration 20F: 3 clusters Score -4633504 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -4633575.000000 Penalty: 12480.609375 Iteration 21Q: 3 clusters Score -4633575 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4633611.000000 Penalty: 12480.609375 Iteration 22Q: 3 clusters Score -4633611 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -4633634.500000 Penalty: 12480.609375 Iteration 23Q: 3 clusters Score -4633634 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -4633670.000000 Penalty: 12480.609375 Iteration 24Q: 3 clusters Score -4633670 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -4633690.500000 Penalty: 12480.609375 Iteration 25Q: 3 clusters Score -4633690 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4633691.500000 Penalty: 12480.609375 Iteration 26Q: 3 clusters Score -4633692 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -4633697.500000 Penalty: 12480.609375 Iteration 27Q: 3 clusters Score -4633698 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -4633728.000000 Penalty: 12480.609375 Iteration 28Q: 3 clusters Score -4633728 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -4633731.000000 Penalty: 12480.609375 Iteration 29Q: 3 clusters Score -4633731 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -4633769.000000 Penalty: 12480.609375 Iteration 30Q: 3 clusters Score -4633769 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -4633774.000000 Penalty: 12480.609375 Iteration 31Q: 3 clusters Score -4633774 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -4633791.000000 Penalty: 12480.609375 Iteration 32Q: 3 clusters Score -4633791 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -4633810.500000 Penalty: 12480.609375 Iteration 33Q: 3 clusters Score -4633810 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -4633819.000000 Penalty: 12480.609375 Iteration 34Q: 3 clusters Score -4633819 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -4633848.000000 Penalty: 12480.609375 Iteration 35Q: 3 clusters Score -4633848 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -4633862.000000 Penalty: 12480.609375 Iteration 36Q: 3 clusters Score -4633862 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -4633891.500000 Penalty: 12480.609375 Iteration 37Q: 3 clusters Score -4633892 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13891 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -4633920.000000 Penalty: 12480.609375 Iteration 38Q: 3 clusters Score -4633920 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -4633943.000000 Penalty: 12480.609375 Iteration 39Q: 3 clusters Score -4633943 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -4633974.000000 Penalty: 12480.609375 Iteration 40F: 3 clusters Score -4633974 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -4634015.500000 Penalty: 12480.609375 Iteration 41Q: 3 clusters Score -4634016 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -4634103.500000 Penalty: 12480.609375 Iteration 42Q: 3 clusters Score -4634104 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -4634237.500000 Penalty: 12480.609375 Iteration 43Q: 3 clusters Score -4634238 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -4634463.000000 Penalty: 12480.609375 Iteration 44Q: 3 clusters Score -4634463 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -4634699.500000 Penalty: 12480.609375 Iteration 45Q: 3 clusters Score -4634700 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -4634856.500000 Penalty: 12480.609375 Iteration 46Q: 3 clusters Score -4634856 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14586 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -4634928.000000 Penalty: 12480.609375 Iteration 47Q: 3 clusters Score -4634928 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -4634978.000000 Penalty: 12480.609375 Iteration 48Q: 3 clusters Score -4634978 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -4635019.000000 Penalty: 12480.609375 Iteration 49Q: 3 clusters Score -4635019 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -4635016.500000 Penalty: 12480.609375 Iteration 50Q: 3 clusters Score -4635016 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -4635024.000000 Penalty: 12480.609375 Iteration 51Q: 3 clusters Score -4635024 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14691 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -4635020.500000 Penalty: 12480.609375 Iteration 52Q: 3 clusters Score -4635020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14696 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -4635022.500000 Penalty: 12480.609375 Iteration 53Q: 3 clusters Score -4635022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -4635023.500000 Penalty: 12480.609375 Iteration 54Q: 3 clusters Score -4635024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14706 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -4635032.500000 Penalty: 12480.609375 Iteration 55Q: 3 clusters Score -4635032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -4635033.000000 Penalty: 12480.609375 Iteration 56Q: 3 clusters Score -4635033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14706 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -4635024.500000 Penalty: 12480.609375 Iteration 57Q: 3 clusters Score -4635024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -4635025.500000 Penalty: 12480.609375 Iteration 58Q: 3 clusters Score -4635026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -4635029.000000 Penalty: 12480.609375 Iteration 59Q: 3 clusters Score -4635029 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -4635032.000000 Penalty: 12480.609375 Iteration 60F: 3 clusters Score -4635032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14712 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -4635038.500000 Penalty: 12480.609375 Iteration 61Q: 3 clusters Score -4635038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14714 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -4635040.000000 Penalty: 12480.609375 Iteration 62Q: 3 clusters Score -4635040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -4635046.500000 Penalty: 12480.609375 Iteration 63Q: 3 clusters Score -4635046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -4635047.000000 Penalty: 12480.609375 Iteration 64Q: 3 clusters Score -4635047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -4635047.000000 Penalty: 12480.609375 Iteration 65F: 3 clusters Score -4635047 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Entering Unmasked Estep Score: -1994379.875000 Penalty: 5749.421875 Iteration 0F: 2 clusters Score -1994380 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1983049.625000 Penalty: 11498.843750 Iteration 0F: 3 clusters Score -1983050 nChanged 4493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1985780.625000 Penalty: 11498.843750 Iteration 1F: 3 clusters Score -1985781 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1986351.000000 Penalty: 11498.843750 Iteration 2F: 3 clusters Score -1986351 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1986765.500000 Penalty: 11498.843750 Iteration 3F: 3 clusters Score -1986766 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1987120.500000 Penalty: 11498.843750 Iteration 4Q: 3 clusters Score -1987120 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1987497.000000 Penalty: 11498.843750 Iteration 5Q: 3 clusters Score -1987497 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1987871.500000 Penalty: 11498.843750 Iteration 6Q: 3 clusters Score -1987872 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -1988256.000000 Penalty: 11498.843750 Iteration 7Q: 3 clusters Score -1988256 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1988702.625000 Penalty: 11498.843750 Iteration 8Q: 3 clusters Score -1988703 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1989107.625000 Penalty: 11498.843750 Iteration 9Q: 3 clusters Score -1989108 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -1989429.750000 Penalty: 11498.843750 Iteration 10Q: 3 clusters Score -1989430 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1989687.625000 Penalty: 11498.843750 Iteration 11Q: 3 clusters Score -1989688 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1989863.875000 Penalty: 11498.843750 Iteration 12Q: 3 clusters Score -1989864 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1989990.375000 Penalty: 11498.843750 Iteration 13Q: 3 clusters Score -1989990 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1990074.750000 Penalty: 11498.843750 Iteration 14Q: 3 clusters Score -1990075 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1990148.375000 Penalty: 11498.843750 Iteration 15Q: 3 clusters Score -1990148 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1990200.875000 Penalty: 11498.843750 Iteration 16Q: 3 clusters Score -1990201 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1990235.500000 Penalty: 11498.843750 Iteration 17Q: 3 clusters Score -1990236 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1990264.625000 Penalty: 11498.843750 Iteration 18Q: 3 clusters Score -1990265 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1990293.875000 Penalty: 11498.843750 Iteration 19Q: 3 clusters Score -1990294 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1990313.250000 Penalty: 11498.843750 Iteration 20F: 3 clusters Score -1990313 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1990345.000000 Penalty: 11498.843750 Iteration 21Q: 3 clusters Score -1990345 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -1990361.875000 Penalty: 11498.843750 Iteration 22Q: 3 clusters Score -1990362 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1990369.375000 Penalty: 11498.843750 Iteration 23Q: 3 clusters Score -1990369 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1990396.250000 Penalty: 11498.843750 Iteration 24Q: 3 clusters Score -1990396 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1990405.250000 Penalty: 11498.843750 Iteration 25Q: 3 clusters Score -1990405 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1990419.625000 Penalty: 11498.843750 Iteration 26Q: 3 clusters Score -1990420 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1990430.625000 Penalty: 11498.843750 Iteration 27Q: 3 clusters Score -1990431 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1990440.000000 Penalty: 11498.843750 Iteration 28Q: 3 clusters Score -1990440 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1990448.000000 Penalty: 11498.843750 Iteration 29Q: 3 clusters Score -1990448 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1990449.000000 Penalty: 11498.843750 Iteration 30Q: 3 clusters Score -1990449 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1990458.625000 Penalty: 11498.843750 Iteration 31Q: 3 clusters Score -1990459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1990465.000000 Penalty: 11498.843750 Iteration 32Q: 3 clusters Score -1990465 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1990467.000000 Penalty: 11498.843750 Iteration 33Q: 3 clusters Score -1990467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1990467.500000 Penalty: 11498.843750 Iteration 34Q: 3 clusters Score -1990468 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1990471.000000 Penalty: 11498.843750 Iteration 35Q: 3 clusters Score -1990471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1990472.000000 Penalty: 11498.843750 Iteration 36Q: 3 clusters Score -1990472 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1990474.500000 Penalty: 11498.843750 Iteration 37Q: 3 clusters Score -1990474 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1990480.750000 Penalty: 11498.843750 Iteration 38Q: 3 clusters Score -1990481 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1990482.000000 Penalty: 11498.843750 Iteration 39Q: 3 clusters Score -1990482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1990476.875000 Penalty: 11498.843750 Iteration 40F: 3 clusters Score -1990477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1990479.750000 Penalty: 11498.843750 Iteration 41Q: 3 clusters Score -1990480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1990483.000000 Penalty: 11498.843750 Iteration 42Q: 3 clusters Score -1990483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1990479.750000 Penalty: 11498.843750 Iteration 43Q: 3 clusters Score -1990480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1990479.750000 Penalty: 11498.843750 Iteration 44F: 3 clusters Score -1990480 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Entering Unmasked Estep Score: -249381.015625 Penalty: 4525.351074 Iteration 0F: 2 clusters Score -249381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -244743.640625 Penalty: 9050.702148 Iteration 0F: 3 clusters Score -244743.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -245339.500000 Penalty: 9050.702148 Iteration 1F: 3 clusters Score -245339.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -245713.984375 Penalty: 9050.702148 Iteration 2F: 3 clusters Score -245714 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -246074.859375 Penalty: 9050.702148 Iteration 3F: 3 clusters Score -246074.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -246380.968750 Penalty: 9050.702148 Iteration 4Q: 3 clusters Score -246381 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -246703.656250 Penalty: 9050.702148 Iteration 5Q: 3 clusters Score -246703.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -246951.453125 Penalty: 9050.702148 Iteration 6Q: 3 clusters Score -246951.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -247164.000000 Penalty: 9050.702148 Iteration 7Q: 3 clusters Score -247164 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -247496.296875 Penalty: 9050.702148 Iteration 8Q: 3 clusters Score -247496.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -247799.031250 Penalty: 9050.702148 Iteration 9Q: 3 clusters Score -247799 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -248024.406250 Penalty: 9050.702148 Iteration 10Q: 3 clusters Score -248024.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -248206.375000 Penalty: 9050.702148 Iteration 11Q: 3 clusters Score -248206.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -248749.546875 Penalty: 9050.702148 Iteration 12Q: 3 clusters Score -248749.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -249364.468750 Penalty: 9050.702148 Iteration 13Q: 3 clusters Score -249364.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -249630.765625 Penalty: 9050.702148 Iteration 14Q: 3 clusters Score -249630.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -249731.875000 Penalty: 9050.702148 Iteration 15Q: 3 clusters Score -249731.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -249803.718750 Penalty: 9050.702148 Iteration 16Q: 3 clusters Score -249803.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -249879.250000 Penalty: 9050.702148 Iteration 17Q: 3 clusters Score -249879.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -249944.562500 Penalty: 9050.702148 Iteration 18Q: 3 clusters Score -249944.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -249978.484375 Penalty: 9050.702148 Iteration 19Q: 3 clusters Score -249978.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -250012.062500 Penalty: 9050.702148 Iteration 20F: 3 clusters Score -250012.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -250048.453125 Penalty: 9050.702148 Iteration 21Q: 3 clusters Score -250048.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -250079.453125 Penalty: 9050.702148 Iteration 22Q: 3 clusters Score -250079.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -250096.984375 Penalty: 9050.702148 Iteration 23Q: 3 clusters Score -250097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -250109.796875 Penalty: 9050.702148 Iteration 24Q: 3 clusters Score -250109.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -250121.250000 Penalty: 9050.702148 Iteration 25Q: 3 clusters Score -250121.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -250129.656250 Penalty: 9050.702148 Iteration 26Q: 3 clusters Score -250129.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -250145.046875 Penalty: 9050.702148 Iteration 27Q: 3 clusters Score -250145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -250175.109375 Penalty: 9050.702148 Iteration 28Q: 3 clusters Score -250175.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -250203.906250 Penalty: 9050.702148 Iteration 29Q: 3 clusters Score -250203.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -250253.171875 Penalty: 9050.702148 Iteration 30Q: 3 clusters Score -250253.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -250306.203125 Penalty: 9050.702148 Iteration 31Q: 3 clusters Score -250306.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -250359.875000 Penalty: 9050.702148 Iteration 32Q: 3 clusters Score -250359.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -250474.125000 Penalty: 9050.702148 Iteration 33Q: 3 clusters Score -250474.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -250603.703125 Penalty: 9050.702148 Iteration 34Q: 3 clusters Score -250603.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -250634.734375 Penalty: 9050.702148 Iteration 35Q: 3 clusters Score -250634.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -250634.734375 Penalty: 9050.702148 Iteration 36F: 3 clusters Score -250634.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 18842 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 26589 members Mstep: Class 6 contains 11930 members Mstep: Class 7 contains 527 members Mstep: Class 8 contains 46481 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 101319 members Mstep: Class 11 contains 5562 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 6147 members Mstep: Class 14 contains 4486 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 8969 members Mstep: Class 17 contains 712 members Mstep: Class 18 contains 1090 members Mstep: Class 20 contains 1491 members Mstep: Class 21 contains 146682 members Entering Unmasked Estep Score: -70958920.000000 Penalty: 158266.750000 Splitting cluster 7 changes total score from -70961096.000000 to -70958920.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (46481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46481 members Entering Unmasked Estep Score: -8249700.500000 Penalty: 6582.414062 Iteration 0F: 2 clusters Score -8249700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23245 members Mstep: Class 2 contains 23236 members Entering Unmasked Estep Score: -8216319.500000 Penalty: 13164.828125 Iteration 0F: 3 clusters Score -8216320 nChanged 20283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23276 members Mstep: Class 2 contains 23205 members Entering Unmasked Estep Score: -8227075.500000 Penalty: 13164.828125 Iteration 1F: 3 clusters Score -8227076 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23294 members Mstep: Class 2 contains 23187 members Entering Unmasked Estep Score: -8227912.000000 Penalty: 13164.828125 Iteration 2F: 3 clusters Score -8227912 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23394 members Mstep: Class 2 contains 23087 members Entering Unmasked Estep Score: -8228513.500000 Penalty: 13164.828125 Iteration 3Q: 3 clusters Score -8228514 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 22954 members Entering Unmasked Estep Score: -8229135.500000 Penalty: 13164.828125 Iteration 4Q: 3 clusters Score -8229136 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 22749 members Entering Unmasked Estep Score: -8229874.000000 Penalty: 13164.828125 Iteration 5Q: 3 clusters Score -8229874 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24052 members Mstep: Class 2 contains 22429 members Entering Unmasked Estep Score: -8230789.500000 Penalty: 13164.828125 Iteration 6Q: 3 clusters Score -8230790 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24469 members Mstep: Class 2 contains 22012 members Entering Unmasked Estep Score: -8232142.500000 Penalty: 13164.828125 Iteration 7Q: 3 clusters Score -8232142 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25122 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -8233943.000000 Penalty: 13164.828125 Iteration 8F: 3 clusters Score -8233943 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25736 members Mstep: Class 2 contains 20745 members Entering Unmasked Estep Score: -8235977.500000 Penalty: 13164.828125 Iteration 9F: 3 clusters Score -8235978 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26315 members Mstep: Class 2 contains 20166 members Entering Unmasked Estep Score: -8237901.000000 Penalty: 13164.828125 Iteration 10F: 3 clusters Score -8237901 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 19685 members Entering Unmasked Estep Score: -8239211.000000 Penalty: 13164.828125 Iteration 11F: 3 clusters Score -8239211 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27056 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -8240020.500000 Penalty: 13164.828125 Iteration 12Q: 3 clusters Score -8240020 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27186 members Mstep: Class 2 contains 19295 members Entering Unmasked Estep Score: -8240431.500000 Penalty: 13164.828125 Iteration 13Q: 3 clusters Score -8240432 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27197 members Mstep: Class 2 contains 19284 members Entering Unmasked Estep Score: -8240682.000000 Penalty: 13164.828125 Iteration 14Q: 3 clusters Score -8240682 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27199 members Mstep: Class 2 contains 19282 members Entering Unmasked Estep Score: -8240858.500000 Penalty: 13164.828125 Iteration 15Q: 3 clusters Score -8240858 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27210 members Mstep: Class 2 contains 19271 members Entering Unmasked Estep Score: -8240927.500000 Penalty: 13164.828125 Iteration 16Q: 3 clusters Score -8240928 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27193 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -8240966.000000 Penalty: 13164.828125 Iteration 17Q: 3 clusters Score -8240966 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 19327 members Entering Unmasked Estep Score: -8240994.000000 Penalty: 13164.828125 Iteration 18Q: 3 clusters Score -8240994 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27114 members Mstep: Class 2 contains 19367 members Entering Unmasked Estep Score: -8241020.500000 Penalty: 13164.828125 Iteration 19Q: 3 clusters Score -8241020 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27053 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -8241037.000000 Penalty: 13164.828125 Iteration 20F: 3 clusters Score -8241037 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26998 members Mstep: Class 2 contains 19483 members Entering Unmasked Estep Score: -8241029.000000 Penalty: 13164.828125 Iteration 21Q: 3 clusters Score -8241029 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26936 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -8241062.000000 Penalty: 13164.828125 Iteration 22Q: 3 clusters Score -8241062 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26876 members Mstep: Class 2 contains 19605 members Entering Unmasked Estep Score: -8241057.500000 Penalty: 13164.828125 Iteration 23Q: 3 clusters Score -8241058 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26830 members Mstep: Class 2 contains 19651 members Entering Unmasked Estep Score: -8241079.000000 Penalty: 13164.828125 Iteration 24Q: 3 clusters Score -8241079 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 19699 members Entering Unmasked Estep Score: -8241070.500000 Penalty: 13164.828125 Iteration 25Q: 3 clusters Score -8241070 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26742 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -8241083.500000 Penalty: 13164.828125 Iteration 26Q: 3 clusters Score -8241084 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26709 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -8241100.500000 Penalty: 13164.828125 Iteration 27Q: 3 clusters Score -8241100 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26682 members Mstep: Class 2 contains 19799 members Entering Unmasked Estep Score: -8241108.000000 Penalty: 13164.828125 Iteration 28Q: 3 clusters Score -8241108 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26647 members Mstep: Class 2 contains 19834 members Entering Unmasked Estep Score: -8241109.000000 Penalty: 13164.828125 Iteration 29Q: 3 clusters Score -8241109 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26618 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -8241098.000000 Penalty: 13164.828125 Iteration 30Q: 3 clusters Score -8241098 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26603 members Mstep: Class 2 contains 19878 members Entering Unmasked Estep Score: -8241091.000000 Penalty: 13164.828125 Iteration 31Q: 3 clusters Score -8241091 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26584 members Mstep: Class 2 contains 19897 members Entering Unmasked Estep Score: -8241095.500000 Penalty: 13164.828125 Iteration 32Q: 3 clusters Score -8241096 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26561 members Mstep: Class 2 contains 19920 members Entering Unmasked Estep Score: -8241100.500000 Penalty: 13164.828125 Iteration 33Q: 3 clusters Score -8241100 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26544 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -8241095.500000 Penalty: 13164.828125 Iteration 34Q: 3 clusters Score -8241096 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 19954 members Entering Unmasked Estep Score: -8241090.500000 Penalty: 13164.828125 Iteration 35Q: 3 clusters Score -8241090 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26514 members Mstep: Class 2 contains 19967 members Entering Unmasked Estep Score: -8241099.000000 Penalty: 13164.828125 Iteration 36Q: 3 clusters Score -8241099 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26500 members Mstep: Class 2 contains 19981 members Entering Unmasked Estep Score: -8241087.500000 Penalty: 13164.828125 Iteration 37Q: 3 clusters Score -8241088 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26493 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -8241111.500000 Penalty: 13164.828125 Iteration 38Q: 3 clusters Score -8241112 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 19996 members Entering Unmasked Estep Score: -8241108.500000 Penalty: 13164.828125 Iteration 39Q: 3 clusters Score -8241108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26478 members Mstep: Class 2 contains 20003 members Entering Unmasked Estep Score: -8241100.500000 Penalty: 13164.828125 Iteration 40F: 3 clusters Score -8241100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26472 members Mstep: Class 2 contains 20009 members Entering Unmasked Estep Score: -8241096.500000 Penalty: 13164.828125 Iteration 41Q: 3 clusters Score -8241096 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26459 members Mstep: Class 2 contains 20022 members Entering Unmasked Estep Score: -8241103.000000 Penalty: 13164.828125 Iteration 42Q: 3 clusters Score -8241103 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26447 members Mstep: Class 2 contains 20034 members Entering Unmasked Estep Score: -8241114.500000 Penalty: 13164.828125 Iteration 43Q: 3 clusters Score -8241114 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Mstep: Class 2 contains 20042 members Entering Unmasked Estep Score: -8241111.000000 Penalty: 13164.828125 Iteration 44Q: 3 clusters Score -8241111 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26436 members Mstep: Class 2 contains 20045 members Entering Unmasked Estep Score: -8241109.500000 Penalty: 13164.828125 Iteration 45Q: 3 clusters Score -8241110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26427 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -8241120.000000 Penalty: 13164.828125 Iteration 46Q: 3 clusters Score -8241120 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26416 members Mstep: Class 2 contains 20065 members Entering Unmasked Estep Score: -8241119.500000 Penalty: 13164.828125 Iteration 47Q: 3 clusters Score -8241120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26407 members Mstep: Class 2 contains 20074 members Entering Unmasked Estep Score: -8241117.000000 Penalty: 13164.828125 Iteration 48Q: 3 clusters Score -8241117 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26402 members Mstep: Class 2 contains 20079 members Entering Unmasked Estep Score: -8241129.000000 Penalty: 13164.828125 Iteration 49Q: 3 clusters Score -8241129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 20085 members Entering Unmasked Estep Score: -8241121.000000 Penalty: 13164.828125 Iteration 50Q: 3 clusters Score -8241121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -8241120.000000 Penalty: 13164.828125 Iteration 51Q: 3 clusters Score -8241120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 20093 members Entering Unmasked Estep Score: -8241120.000000 Penalty: 13164.828125 Iteration 52Q: 3 clusters Score -8241120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26389 members Mstep: Class 2 contains 20092 members Entering Unmasked Estep Score: -8241123.000000 Penalty: 13164.828125 Iteration 53Q: 3 clusters Score -8241123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 20093 members Entering Unmasked Estep Score: -8241121.000000 Penalty: 13164.828125 Iteration 54Q: 3 clusters Score -8241121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 20093 members Entering Unmasked Estep Score: -8241129.500000 Penalty: 13164.828125 Iteration 55Q: 3 clusters Score -8241130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 20096 members Entering Unmasked Estep Score: -8241131.000000 Penalty: 13164.828125 Iteration 56Q: 3 clusters Score -8241131 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26382 members Mstep: Class 2 contains 20099 members Entering Unmasked Estep Score: -8241122.500000 Penalty: 13164.828125 Iteration 57Q: 3 clusters Score -8241122 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26377 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -8241131.500000 Penalty: 13164.828125 Iteration 58Q: 3 clusters Score -8241132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 20108 members Entering Unmasked Estep Score: -8241131.500000 Penalty: 13164.828125 Iteration 59Q: 3 clusters Score -8241132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 20108 members Entering Unmasked Estep Score: -8241132.000000 Penalty: 13164.828125 Iteration 60F: 3 clusters Score -8241132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26372 members Mstep: Class 2 contains 20109 members Entering Unmasked Estep Score: -8241133.500000 Penalty: 13164.828125 Iteration 61Q: 3 clusters Score -8241134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26371 members Mstep: Class 2 contains 20110 members Entering Unmasked Estep Score: -8241133.000000 Penalty: 13164.828125 Iteration 62Q: 3 clusters Score -8241133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26369 members Mstep: Class 2 contains 20112 members Entering Unmasked Estep Score: -8241126.500000 Penalty: 13164.828125 Iteration 63Q: 3 clusters Score -8241126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26368 members Mstep: Class 2 contains 20113 members Entering Unmasked Estep Score: -8241120.500000 Penalty: 13164.828125 Iteration 64Q: 3 clusters Score -8241120 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26365 members Mstep: Class 2 contains 20116 members Entering Unmasked Estep Score: -8241123.000000 Penalty: 13164.828125 Iteration 65Q: 3 clusters Score -8241123 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26363 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -8241132.500000 Penalty: 13164.828125 Iteration 66Q: 3 clusters Score -8241132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26363 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -8241136.000000 Penalty: 13164.828125 Iteration 67Q: 3 clusters Score -8241136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26360 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -8241135.000000 Penalty: 13164.828125 Iteration 68Q: 3 clusters Score -8241135 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26357 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -8241134.500000 Penalty: 13164.828125 Iteration 69Q: 3 clusters Score -8241134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26354 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -8241140.500000 Penalty: 13164.828125 Iteration 70Q: 3 clusters Score -8241140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26354 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -8241140.500000 Penalty: 13164.828125 Iteration 71Q: 3 clusters Score -8241140 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 20133 members Entering Unmasked Estep Score: -8241130.500000 Penalty: 13164.828125 Iteration 72Q: 3 clusters Score -8241130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 20136 members Entering Unmasked Estep Score: -8241129.500000 Penalty: 13164.828125 Iteration 73Q: 3 clusters Score -8241130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26339 members Mstep: Class 2 contains 20142 members Entering Unmasked Estep Score: -8241124.000000 Penalty: 13164.828125 Iteration 74Q: 3 clusters Score -8241124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26332 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -8241116.500000 Penalty: 13164.828125 Iteration 75Q: 3 clusters Score -8241116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26332 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -8241113.000000 Penalty: 13164.828125 Iteration 76Q: 3 clusters Score -8241113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26330 members Mstep: Class 2 contains 20151 members Entering Unmasked Estep Score: -8241111.500000 Penalty: 13164.828125 Iteration 77Q: 3 clusters Score -8241112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26328 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -8241113.000000 Penalty: 13164.828125 Iteration 78Q: 3 clusters Score -8241113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26326 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -8241114.000000 Penalty: 13164.828125 Iteration 79Q: 3 clusters Score -8241114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26325 members Mstep: Class 2 contains 20156 members Entering Unmasked Estep Score: -8241115.500000 Penalty: 13164.828125 Iteration 80F: 3 clusters Score -8241116 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -46234.312500 Penalty: 3577.392822 Iteration 0F: 2 clusters Score -46234.31 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 168 members Entering Unmasked Estep Score: -43364.914062 Penalty: 7154.785645 Iteration 0F: 3 clusters Score -43364.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -43530.253906 Penalty: 7154.785645 Iteration 1F: 3 clusters Score -43530.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -43621.398438 Penalty: 7154.785645 Iteration 2Q: 3 clusters Score -43621.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -43652.015625 Penalty: 7154.785645 Iteration 3Q: 3 clusters Score -43652.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -43658.363281 Penalty: 7154.785645 Iteration 4Q: 3 clusters Score -43658.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -43658.363281 Penalty: 7154.785645 Iteration 5F: 3 clusters Score -43658.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (101319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101319 members Entering Unmasked Estep Score: -18041112.000000 Penalty: 7059.693359 Iteration 0F: 2 clusters Score -1.804111e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50569 members Mstep: Class 2 contains 50750 members Entering Unmasked Estep Score: -17972014.000000 Penalty: 14119.386719 Iteration 0F: 3 clusters Score -1.797201e+07 nChanged 46372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50319 members Mstep: Class 2 contains 51000 members Entering Unmasked Estep Score: -17997536.000000 Penalty: 14119.386719 Iteration 1F: 3 clusters Score -1.799754e+07 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50479 members Mstep: Class 2 contains 50840 members Entering Unmasked Estep Score: -17999110.000000 Penalty: 14119.386719 Iteration 2Q: 3 clusters Score -1.799911e+07 nChanged 4401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50698 members Mstep: Class 2 contains 50621 members Entering Unmasked Estep Score: -18000662.000000 Penalty: 14119.386719 Iteration 3Q: 3 clusters Score -1.800066e+07 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51169 members Mstep: Class 2 contains 50150 members Entering Unmasked Estep Score: -18002768.000000 Penalty: 14119.386719 Iteration 4Q: 3 clusters Score -1.800277e+07 nChanged 5312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52129 members Mstep: Class 2 contains 49190 members Entering Unmasked Estep Score: -18005588.000000 Penalty: 14119.386719 Iteration 5F: 3 clusters Score -1.800559e+07 nChanged 6170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53599 members Mstep: Class 2 contains 47720 members Entering Unmasked Estep Score: -18009122.000000 Penalty: 14119.386719 Iteration 6F: 3 clusters Score -1.800912e+07 nChanged 6394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55259 members Mstep: Class 2 contains 46060 members Entering Unmasked Estep Score: -18012716.000000 Penalty: 14119.386719 Iteration 7F: 3 clusters Score -1.801272e+07 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57098 members Mstep: Class 2 contains 44221 members Entering Unmasked Estep Score: -18015594.000000 Penalty: 14119.386719 Iteration 8F: 3 clusters Score -1.801559e+07 nChanged 5051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58885 members Mstep: Class 2 contains 42434 members Entering Unmasked Estep Score: -18017822.000000 Penalty: 14119.386719 Iteration 9Q: 3 clusters Score -1.801782e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60499 members Mstep: Class 2 contains 40820 members Entering Unmasked Estep Score: -18019202.000000 Penalty: 14119.386719 Iteration 10Q: 3 clusters Score -1.80192e+07 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62035 members Mstep: Class 2 contains 39284 members Entering Unmasked Estep Score: -18020022.000000 Penalty: 14119.386719 Iteration 11Q: 3 clusters Score -1.802002e+07 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63600 members Mstep: Class 2 contains 37719 members Entering Unmasked Estep Score: -18020686.000000 Penalty: 14119.386719 Iteration 12Q: 3 clusters Score -1.802069e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65226 members Mstep: Class 2 contains 36093 members Entering Unmasked Estep Score: -18021208.000000 Penalty: 14119.386719 Iteration 13Q: 3 clusters Score -1.802121e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66846 members Mstep: Class 2 contains 34473 members Entering Unmasked Estep Score: -18021652.000000 Penalty: 14119.386719 Iteration 14Q: 3 clusters Score -1.802165e+07 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68580 members Mstep: Class 2 contains 32739 members Entering Unmasked Estep Score: -18022132.000000 Penalty: 14119.386719 Iteration 15Q: 3 clusters Score -1.802213e+07 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70381 members Mstep: Class 2 contains 30938 members Entering Unmasked Estep Score: -18022594.000000 Penalty: 14119.386719 Iteration 16Q: 3 clusters Score -1.802259e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72186 members Mstep: Class 2 contains 29133 members Entering Unmasked Estep Score: -18022972.000000 Penalty: 14119.386719 Iteration 17Q: 3 clusters Score -1.802297e+07 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74044 members Mstep: Class 2 contains 27275 members Entering Unmasked Estep Score: -18023546.000000 Penalty: 14119.386719 Iteration 18Q: 3 clusters Score -1.802355e+07 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76056 members Mstep: Class 2 contains 25263 members Entering Unmasked Estep Score: -18024022.000000 Penalty: 14119.386719 Iteration 19Q: 3 clusters Score -1.802402e+07 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78222 members Mstep: Class 2 contains 23097 members Entering Unmasked Estep Score: -18024790.000000 Penalty: 14119.386719 Iteration 20F: 3 clusters Score -1.802479e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80438 members Mstep: Class 2 contains 20881 members Entering Unmasked Estep Score: -18025490.000000 Penalty: 14119.386719 Iteration 21Q: 3 clusters Score -1.802549e+07 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82737 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -18026342.000000 Penalty: 14119.386719 Iteration 22Q: 3 clusters Score -1.802634e+07 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85063 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -18027432.000000 Penalty: 14119.386719 Iteration 23Q: 3 clusters Score -1.802743e+07 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87345 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -18028548.000000 Penalty: 14119.386719 Iteration 24Q: 3 clusters Score -1.802855e+07 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89435 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -18029544.000000 Penalty: 14119.386719 Iteration 25Q: 3 clusters Score -1.802954e+07 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91326 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -18030466.000000 Penalty: 14119.386719 Iteration 26Q: 3 clusters Score -1.803047e+07 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92978 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -18031322.000000 Penalty: 14119.386719 Iteration 27Q: 3 clusters Score -1.803132e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94339 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -18032176.000000 Penalty: 14119.386719 Iteration 28Q: 3 clusters Score -1.803218e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95405 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -18032756.000000 Penalty: 14119.386719 Iteration 29Q: 3 clusters Score -1.803276e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96247 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -18033220.000000 Penalty: 14119.386719 Iteration 30Q: 3 clusters Score -1.803322e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96875 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -18033652.000000 Penalty: 14119.386719 Iteration 31Q: 3 clusters Score -1.803365e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97369 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -18033932.000000 Penalty: 14119.386719 Iteration 32Q: 3 clusters Score -1.803393e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97717 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -18034160.000000 Penalty: 14119.386719 Iteration 33Q: 3 clusters Score -1.803416e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97985 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -18034348.000000 Penalty: 14119.386719 Iteration 34Q: 3 clusters Score -1.803435e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98186 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -18034432.000000 Penalty: 14119.386719 Iteration 35Q: 3 clusters Score -1.803443e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98343 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -18034570.000000 Penalty: 14119.386719 Iteration 36Q: 3 clusters Score -1.803457e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98480 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -18034672.000000 Penalty: 14119.386719 Iteration 37Q: 3 clusters Score -1.803467e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98581 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -18034756.000000 Penalty: 14119.386719 Iteration 38Q: 3 clusters Score -1.803476e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98665 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -18034818.000000 Penalty: 14119.386719 Iteration 39Q: 3 clusters Score -1.803482e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98744 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -18034902.000000 Penalty: 14119.386719 Iteration 40F: 3 clusters Score -1.80349e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98821 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -18034950.000000 Penalty: 14119.386719 Iteration 41Q: 3 clusters Score -1.803495e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98897 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -18035040.000000 Penalty: 14119.386719 Iteration 42Q: 3 clusters Score -1.803504e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98940 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -18035062.000000 Penalty: 14119.386719 Iteration 43Q: 3 clusters Score -1.803506e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98980 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -18035088.000000 Penalty: 14119.386719 Iteration 44Q: 3 clusters Score -1.803509e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99040 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -18035136.000000 Penalty: 14119.386719 Iteration 45Q: 3 clusters Score -1.803514e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99085 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -18035172.000000 Penalty: 14119.386719 Iteration 46Q: 3 clusters Score -1.803517e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99125 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -18035238.000000 Penalty: 14119.386719 Iteration 47Q: 3 clusters Score -1.803524e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99152 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -18035266.000000 Penalty: 14119.386719 Iteration 48Q: 3 clusters Score -1.803527e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99186 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -18035310.000000 Penalty: 14119.386719 Iteration 49Q: 3 clusters Score -1.803531e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99213 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -18035362.000000 Penalty: 14119.386719 Iteration 50Q: 3 clusters Score -1.803536e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99235 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -18035396.000000 Penalty: 14119.386719 Iteration 51Q: 3 clusters Score -1.80354e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99258 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -18035394.000000 Penalty: 14119.386719 Iteration 52Q: 3 clusters Score -1.803539e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99277 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -18035412.000000 Penalty: 14119.386719 Iteration 53Q: 3 clusters Score -1.803541e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99289 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -18035418.000000 Penalty: 14119.386719 Iteration 54Q: 3 clusters Score -1.803542e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99302 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -18035432.000000 Penalty: 14119.386719 Iteration 55Q: 3 clusters Score -1.803543e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99305 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -18035432.000000 Penalty: 14119.386719 Iteration 56Q: 3 clusters Score -1.803543e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99315 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -18035438.000000 Penalty: 14119.386719 Iteration 57Q: 3 clusters Score -1.803544e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99321 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -18035436.000000 Penalty: 14119.386719 Iteration 58Q: 3 clusters Score -1.803544e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99323 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -18035440.000000 Penalty: 14119.386719 Iteration 59Q: 3 clusters Score -1.803544e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99325 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -18035446.000000 Penalty: 14119.386719 Iteration 60F: 3 clusters Score -1.803545e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99330 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -18035442.000000 Penalty: 14119.386719 Iteration 61Q: 3 clusters Score -1.803544e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99329 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -18035436.000000 Penalty: 14119.386719 Iteration 62Q: 3 clusters Score -1.803544e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99331 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -18035446.000000 Penalty: 14119.386719 Iteration 63Q: 3 clusters Score -1.803545e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99338 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -18035452.000000 Penalty: 14119.386719 Iteration 64Q: 3 clusters Score -1.803545e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -18035458.000000 Penalty: 14119.386719 Iteration 65Q: 3 clusters Score -1.803546e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -18035470.000000 Penalty: 14119.386719 Iteration 66Q: 3 clusters Score -1.803547e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -18035470.000000 Penalty: 14119.386719 Iteration 67Q: 3 clusters Score -1.803547e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -18035474.000000 Penalty: 14119.386719 Iteration 68Q: 3 clusters Score -1.803547e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -18035462.000000 Penalty: 14119.386719 Iteration 69Q: 3 clusters Score -1.803546e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99343 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -18035472.000000 Penalty: 14119.386719 Iteration 70Q: 3 clusters Score -1.803547e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -18035476.000000 Penalty: 14119.386719 Iteration 71Q: 3 clusters Score -1.803548e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -18035488.000000 Penalty: 14119.386719 Iteration 72Q: 3 clusters Score -1.803549e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99346 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -18035488.000000 Penalty: 14119.386719 Iteration 73Q: 3 clusters Score -1.803549e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -18035490.000000 Penalty: 14119.386719 Iteration 74Q: 3 clusters Score -1.803549e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99344 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -18035500.000000 Penalty: 14119.386719 Iteration 75Q: 3 clusters Score -1.80355e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -18035498.000000 Penalty: 14119.386719 Iteration 76Q: 3 clusters Score -1.80355e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99345 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -18035498.000000 Penalty: 14119.386719 Iteration 77F: 3 clusters Score -1.80355e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Entering Unmasked Estep Score: -920275.562500 Penalty: 5282.024414 Iteration 0F: 2 clusters Score -920275.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -912805.375000 Penalty: 10564.048828 Iteration 0F: 3 clusters Score -912805.4 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -914222.250000 Penalty: 10564.048828 Iteration 1F: 3 clusters Score -914222.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -914722.875000 Penalty: 10564.048828 Iteration 2F: 3 clusters Score -914722.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -915138.000000 Penalty: 10564.048828 Iteration 3F: 3 clusters Score -915138 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -915535.125000 Penalty: 10564.048828 Iteration 4F: 3 clusters Score -915535.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -915882.000000 Penalty: 10564.048828 Iteration 5F: 3 clusters Score -915882 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -916258.000000 Penalty: 10564.048828 Iteration 6F: 3 clusters Score -916258 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -916725.937500 Penalty: 10564.048828 Iteration 7F: 3 clusters Score -916725.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -917253.250000 Penalty: 10564.048828 Iteration 8F: 3 clusters Score -917253.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -917677.687500 Penalty: 10564.048828 Iteration 9F: 3 clusters Score -917677.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -917970.687500 Penalty: 10564.048828 Iteration 10Q: 3 clusters Score -917970.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -918185.687500 Penalty: 10564.048828 Iteration 11Q: 3 clusters Score -918185.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -918353.187500 Penalty: 10564.048828 Iteration 12Q: 3 clusters Score -918353.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -918463.500000 Penalty: 10564.048828 Iteration 13Q: 3 clusters Score -918463.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -918548.125000 Penalty: 10564.048828 Iteration 14Q: 3 clusters Score -918548.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -918600.812500 Penalty: 10564.048828 Iteration 15Q: 3 clusters Score -918600.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -918641.875000 Penalty: 10564.048828 Iteration 16Q: 3 clusters Score -918641.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -918671.187500 Penalty: 10564.048828 Iteration 17Q: 3 clusters Score -918671.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -918694.062500 Penalty: 10564.048828 Iteration 18Q: 3 clusters Score -918694.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -918721.875000 Penalty: 10564.048828 Iteration 19Q: 3 clusters Score -918721.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -918736.000000 Penalty: 10564.048828 Iteration 20F: 3 clusters Score -918736 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -918742.625000 Penalty: 10564.048828 Iteration 21Q: 3 clusters Score -918742.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -918749.562500 Penalty: 10564.048828 Iteration 22Q: 3 clusters Score -918749.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -918761.000000 Penalty: 10564.048828 Iteration 23Q: 3 clusters Score -918761 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -918768.625000 Penalty: 10564.048828 Iteration 24Q: 3 clusters Score -918768.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -918775.375000 Penalty: 10564.048828 Iteration 25Q: 3 clusters Score -918775.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -918787.562500 Penalty: 10564.048828 Iteration 26Q: 3 clusters Score -918787.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -918793.687500 Penalty: 10564.048828 Iteration 27Q: 3 clusters Score -918793.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -918804.125000 Penalty: 10564.048828 Iteration 28Q: 3 clusters Score -918804.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -918807.500000 Penalty: 10564.048828 Iteration 29Q: 3 clusters Score -918807.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -918807.625000 Penalty: 10564.048828 Iteration 30Q: 3 clusters Score -918807.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -918810.812500 Penalty: 10564.048828 Iteration 31Q: 3 clusters Score -918810.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -918810.812500 Penalty: 10564.048828 Iteration 32F: 3 clusters Score -918810.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Entering Unmasked Estep Score: -157356.843750 Penalty: 4196.998535 Iteration 0F: 2 clusters Score -157356.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -153402.484375 Penalty: 8393.997070 Iteration 0F: 3 clusters Score -153402.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -153749.703125 Penalty: 8393.997070 Iteration 1F: 3 clusters Score -153749.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -153905.203125 Penalty: 8393.997070 Iteration 2Q: 3 clusters Score -153905.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -154105.140625 Penalty: 8393.997070 Iteration 3Q: 3 clusters Score -154105.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -154338.546875 Penalty: 8393.997070 Iteration 4Q: 3 clusters Score -154338.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -154730.968750 Penalty: 8393.997070 Iteration 5F: 3 clusters Score -154731 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -155092.218750 Penalty: 8393.997070 Iteration 6F: 3 clusters Score -155092.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -155384.562500 Penalty: 8393.997070 Iteration 7F: 3 clusters Score -155384.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -155515.187500 Penalty: 8393.997070 Iteration 8Q: 3 clusters Score -155515.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -155625.046875 Penalty: 8393.997070 Iteration 9Q: 3 clusters Score -155625 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -155704.687500 Penalty: 8393.997070 Iteration 10Q: 3 clusters Score -155704.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -155799.578125 Penalty: 8393.997070 Iteration 11Q: 3 clusters Score -155799.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -155907.781250 Penalty: 8393.997070 Iteration 12Q: 3 clusters Score -155907.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -156018.734375 Penalty: 8393.997070 Iteration 13Q: 3 clusters Score -156018.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -156130.062500 Penalty: 8393.997070 Iteration 14Q: 3 clusters Score -156130.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -156222.109375 Penalty: 8393.997070 Iteration 15Q: 3 clusters Score -156222.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -156273.734375 Penalty: 8393.997070 Iteration 16Q: 3 clusters Score -156273.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -156310.671875 Penalty: 8393.997070 Iteration 17Q: 3 clusters Score -156310.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -156342.609375 Penalty: 8393.997070 Iteration 18Q: 3 clusters Score -156342.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -156369.156250 Penalty: 8393.997070 Iteration 19Q: 3 clusters Score -156369.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -156382.843750 Penalty: 8393.997070 Iteration 20F: 3 clusters Score -156382.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -156419.937500 Penalty: 8393.997070 Iteration 21Q: 3 clusters Score -156419.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -156446.468750 Penalty: 8393.997070 Iteration 22Q: 3 clusters Score -156446.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -156499.781250 Penalty: 8393.997070 Iteration 23Q: 3 clusters Score -156499.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -156564.000000 Penalty: 8393.997070 Iteration 24Q: 3 clusters Score -156564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -156603.437500 Penalty: 8393.997070 Iteration 25Q: 3 clusters Score -156603.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -156616.968750 Penalty: 8393.997070 Iteration 26Q: 3 clusters Score -156617 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -156616.968750 Penalty: 8393.997070 Iteration 27F: 3 clusters Score -156617 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Entering Unmasked Estep Score: -1085588.125000 Penalty: 5343.278320 Iteration 0F: 2 clusters Score -1085588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1077794.625000 Penalty: 10686.556641 Iteration 0F: 3 clusters Score -1077795 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1079148.875000 Penalty: 10686.556641 Iteration 1F: 3 clusters Score -1079149 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1079474.125000 Penalty: 10686.556641 Iteration 2F: 3 clusters Score -1079474 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1079657.625000 Penalty: 10686.556641 Iteration 3Q: 3 clusters Score -1079658 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1079788.000000 Penalty: 10686.556641 Iteration 4Q: 3 clusters Score -1079788 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1079921.500000 Penalty: 10686.556641 Iteration 5Q: 3 clusters Score -1079922 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1080071.500000 Penalty: 10686.556641 Iteration 6Q: 3 clusters Score -1080072 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1080219.000000 Penalty: 10686.556641 Iteration 7Q: 3 clusters Score -1080219 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1080346.875000 Penalty: 10686.556641 Iteration 8Q: 3 clusters Score -1080347 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1080471.875000 Penalty: 10686.556641 Iteration 9Q: 3 clusters Score -1080472 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1080589.500000 Penalty: 10686.556641 Iteration 10Q: 3 clusters Score -1080590 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1080683.125000 Penalty: 10686.556641 Iteration 11Q: 3 clusters Score -1080683 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1080770.875000 Penalty: 10686.556641 Iteration 12Q: 3 clusters Score -1080771 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1080861.625000 Penalty: 10686.556641 Iteration 13Q: 3 clusters Score -1080862 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1080946.875000 Penalty: 10686.556641 Iteration 14Q: 3 clusters Score -1080947 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1081019.000000 Penalty: 10686.556641 Iteration 15Q: 3 clusters Score -1081019 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1081084.875000 Penalty: 10686.556641 Iteration 16Q: 3 clusters Score -1081085 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1081146.250000 Penalty: 10686.556641 Iteration 17Q: 3 clusters Score -1081146 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1081205.750000 Penalty: 10686.556641 Iteration 18Q: 3 clusters Score -1081206 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1081267.250000 Penalty: 10686.556641 Iteration 19Q: 3 clusters Score -1081267 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1081316.125000 Penalty: 10686.556641 Iteration 20F: 3 clusters Score -1081316 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1081356.000000 Penalty: 10686.556641 Iteration 21Q: 3 clusters Score -1081356 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1081402.250000 Penalty: 10686.556641 Iteration 22Q: 3 clusters Score -1081402 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1081440.125000 Penalty: 10686.556641 Iteration 23Q: 3 clusters Score -1081440 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1081467.375000 Penalty: 10686.556641 Iteration 24Q: 3 clusters Score -1081467 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1081494.750000 Penalty: 10686.556641 Iteration 25Q: 3 clusters Score -1081495 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1081526.000000 Penalty: 10686.556641 Iteration 26Q: 3 clusters Score -1081526 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1081542.750000 Penalty: 10686.556641 Iteration 27Q: 3 clusters Score -1081543 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1081553.250000 Penalty: 10686.556641 Iteration 28Q: 3 clusters Score -1081553 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1081564.875000 Penalty: 10686.556641 Iteration 29Q: 3 clusters Score -1081565 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1081574.125000 Penalty: 10686.556641 Iteration 30Q: 3 clusters Score -1081574 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1081586.125000 Penalty: 10686.556641 Iteration 31Q: 3 clusters Score -1081586 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1081598.500000 Penalty: 10686.556641 Iteration 32Q: 3 clusters Score -1081598 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1081610.125000 Penalty: 10686.556641 Iteration 33Q: 3 clusters Score -1081610 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1081620.625000 Penalty: 10686.556641 Iteration 34Q: 3 clusters Score -1081621 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1081624.625000 Penalty: 10686.556641 Iteration 35Q: 3 clusters Score -1081625 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1081628.875000 Penalty: 10686.556641 Iteration 36Q: 3 clusters Score -1081629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1081635.375000 Penalty: 10686.556641 Iteration 37Q: 3 clusters Score -1081635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1081634.875000 Penalty: 10686.556641 Iteration 38Q: 3 clusters Score -1081635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1081637.125000 Penalty: 10686.556641 Iteration 39Q: 3 clusters Score -1081637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1081645.375000 Penalty: 10686.556641 Iteration 40F: 3 clusters Score -1081645 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1081654.000000 Penalty: 10686.556641 Iteration 41Q: 3 clusters Score -1081654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1081661.375000 Penalty: 10686.556641 Iteration 42Q: 3 clusters Score -1081661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1081661.625000 Penalty: 10686.556641 Iteration 43Q: 3 clusters Score -1081662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1081665.625000 Penalty: 10686.556641 Iteration 44Q: 3 clusters Score -1081666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1081664.625000 Penalty: 10686.556641 Iteration 45Q: 3 clusters Score -1081665 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1081668.375000 Penalty: 10686.556641 Iteration 46Q: 3 clusters Score -1081668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1081669.375000 Penalty: 10686.556641 Iteration 47Q: 3 clusters Score -1081669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1081673.125000 Penalty: 10686.556641 Iteration 48Q: 3 clusters Score -1081673 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1081675.875000 Penalty: 10686.556641 Iteration 49Q: 3 clusters Score -1081676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1081676.625000 Penalty: 10686.556641 Iteration 50Q: 3 clusters Score -1081677 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1081677.750000 Penalty: 10686.556641 Iteration 51Q: 3 clusters Score -1081678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1081678.125000 Penalty: 10686.556641 Iteration 52Q: 3 clusters Score -1081678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1081677.500000 Penalty: 10686.556641 Iteration 53Q: 3 clusters Score -1081678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1081679.250000 Penalty: 10686.556641 Iteration 54Q: 3 clusters Score -1081679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1081680.375000 Penalty: 10686.556641 Iteration 55Q: 3 clusters Score -1081680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1081682.750000 Penalty: 10686.556641 Iteration 56Q: 3 clusters Score -1081683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1081684.375000 Penalty: 10686.556641 Iteration 57Q: 3 clusters Score -1081684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1081686.875000 Penalty: 10686.556641 Iteration 58Q: 3 clusters Score -1081687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1081686.875000 Penalty: 10686.556641 Iteration 59F: 3 clusters Score -1081687 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Entering Unmasked Estep Score: -767476.937500 Penalty: 5150.339355 Iteration 0F: 2 clusters Score -767476.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -760920.687500 Penalty: 10300.678711 Iteration 0F: 3 clusters Score -760920.7 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -762164.562500 Penalty: 10300.678711 Iteration 1F: 3 clusters Score -762164.6 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -762527.187500 Penalty: 10300.678711 Iteration 2F: 3 clusters Score -762527.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -762733.125000 Penalty: 10300.678711 Iteration 3Q: 3 clusters Score -762733.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -762850.937500 Penalty: 10300.678711 Iteration 4Q: 3 clusters Score -762850.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -762926.750000 Penalty: 10300.678711 Iteration 5Q: 3 clusters Score -762926.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -762983.625000 Penalty: 10300.678711 Iteration 6Q: 3 clusters Score -762983.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -763037.875000 Penalty: 10300.678711 Iteration 7Q: 3 clusters Score -763037.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -763081.000000 Penalty: 10300.678711 Iteration 8Q: 3 clusters Score -763081 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -763118.125000 Penalty: 10300.678711 Iteration 9Q: 3 clusters Score -763118.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -763146.625000 Penalty: 10300.678711 Iteration 10Q: 3 clusters Score -763146.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -763169.937500 Penalty: 10300.678711 Iteration 11Q: 3 clusters Score -763169.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -763190.937500 Penalty: 10300.678711 Iteration 12Q: 3 clusters Score -763190.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -763215.500000 Penalty: 10300.678711 Iteration 13Q: 3 clusters Score -763215.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -763243.437500 Penalty: 10300.678711 Iteration 14Q: 3 clusters Score -763243.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -763278.687500 Penalty: 10300.678711 Iteration 15Q: 3 clusters Score -763278.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -763304.687500 Penalty: 10300.678711 Iteration 16Q: 3 clusters Score -763304.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -763322.000000 Penalty: 10300.678711 Iteration 17Q: 3 clusters Score -763322 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -763336.062500 Penalty: 10300.678711 Iteration 18Q: 3 clusters Score -763336.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -763354.437500 Penalty: 10300.678711 Iteration 19Q: 3 clusters Score -763354.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -763369.312500 Penalty: 10300.678711 Iteration 20F: 3 clusters Score -763369.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -763383.125000 Penalty: 10300.678711 Iteration 21Q: 3 clusters Score -763383.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -763402.812500 Penalty: 10300.678711 Iteration 22Q: 3 clusters Score -763402.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -763422.812500 Penalty: 10300.678711 Iteration 23Q: 3 clusters Score -763422.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -763446.875000 Penalty: 10300.678711 Iteration 24Q: 3 clusters Score -763446.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -763480.875000 Penalty: 10300.678711 Iteration 25Q: 3 clusters Score -763480.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -763517.812500 Penalty: 10300.678711 Iteration 26Q: 3 clusters Score -763517.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -763554.937500 Penalty: 10300.678711 Iteration 27Q: 3 clusters Score -763554.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -763575.812500 Penalty: 10300.678711 Iteration 28Q: 3 clusters Score -763575.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -763601.687500 Penalty: 10300.678711 Iteration 29Q: 3 clusters Score -763601.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -763633.375000 Penalty: 10300.678711 Iteration 30Q: 3 clusters Score -763633.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -763663.750000 Penalty: 10300.678711 Iteration 31Q: 3 clusters Score -763663.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -763689.875000 Penalty: 10300.678711 Iteration 32Q: 3 clusters Score -763689.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -763710.875000 Penalty: 10300.678711 Iteration 33Q: 3 clusters Score -763710.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -763734.250000 Penalty: 10300.678711 Iteration 34Q: 3 clusters Score -763734.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -763756.937500 Penalty: 10300.678711 Iteration 35Q: 3 clusters Score -763756.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -763788.437500 Penalty: 10300.678711 Iteration 36Q: 3 clusters Score -763788.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -763825.687500 Penalty: 10300.678711 Iteration 37Q: 3 clusters Score -763825.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -763861.812500 Penalty: 10300.678711 Iteration 38Q: 3 clusters Score -763861.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -763899.187500 Penalty: 10300.678711 Iteration 39Q: 3 clusters Score -763899.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -763937.500000 Penalty: 10300.678711 Iteration 40F: 3 clusters Score -763937.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -763974.000000 Penalty: 10300.678711 Iteration 41Q: 3 clusters Score -763974 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -764027.687500 Penalty: 10300.678711 Iteration 42Q: 3 clusters Score -764027.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -764097.250000 Penalty: 10300.678711 Iteration 43Q: 3 clusters Score -764097.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -764144.562500 Penalty: 10300.678711 Iteration 44Q: 3 clusters Score -764144.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -764205.437500 Penalty: 10300.678711 Iteration 45Q: 3 clusters Score -764205.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -764261.312500 Penalty: 10300.678711 Iteration 46Q: 3 clusters Score -764261.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -764312.500000 Penalty: 10300.678711 Iteration 47Q: 3 clusters Score -764312.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -764354.500000 Penalty: 10300.678711 Iteration 48Q: 3 clusters Score -764354.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -764378.750000 Penalty: 10300.678711 Iteration 49Q: 3 clusters Score -764378.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -764401.250000 Penalty: 10300.678711 Iteration 50Q: 3 clusters Score -764401.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -764411.750000 Penalty: 10300.678711 Iteration 51Q: 3 clusters Score -764411.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -764417.812500 Penalty: 10300.678711 Iteration 52Q: 3 clusters Score -764417.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -764425.437500 Penalty: 10300.678711 Iteration 53Q: 3 clusters Score -764425.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -764434.187500 Penalty: 10300.678711 Iteration 54Q: 3 clusters Score -764434.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -764439.000000 Penalty: 10300.678711 Iteration 55Q: 3 clusters Score -764439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -764440.062500 Penalty: 10300.678711 Iteration 56Q: 3 clusters Score -764440.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -764441.062500 Penalty: 10300.678711 Iteration 57Q: 3 clusters Score -764441.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -764442.187500 Penalty: 10300.678711 Iteration 58Q: 3 clusters Score -764442.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -764445.125000 Penalty: 10300.678711 Iteration 59Q: 3 clusters Score -764445.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -764450.875000 Penalty: 10300.678711 Iteration 60F: 3 clusters Score -764450.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -764490.375000 Penalty: 10300.678711 Iteration 61Q: 3 clusters Score -764490.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -764581.875000 Penalty: 10300.678711 Iteration 62Q: 3 clusters Score -764581.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -764688.000000 Penalty: 10300.678711 Iteration 63Q: 3 clusters Score -764688 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -764770.562500 Penalty: 10300.678711 Iteration 64Q: 3 clusters Score -764770.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -764840.812500 Penalty: 10300.678711 Iteration 65Q: 3 clusters Score -764840.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -764953.000000 Penalty: 10300.678711 Iteration 66Q: 3 clusters Score -764953 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -765040.812500 Penalty: 10300.678711 Iteration 67Q: 3 clusters Score -765040.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -765075.812500 Penalty: 10300.678711 Iteration 68Q: 3 clusters Score -765075.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -765089.375000 Penalty: 10300.678711 Iteration 69Q: 3 clusters Score -765089.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -765096.812500 Penalty: 10300.678711 Iteration 70Q: 3 clusters Score -765096.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -765102.625000 Penalty: 10300.678711 Iteration 71Q: 3 clusters Score -765102.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -765108.125000 Penalty: 10300.678711 Iteration 72Q: 3 clusters Score -765108.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -765113.625000 Penalty: 10300.678711 Iteration 73Q: 3 clusters Score -765113.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -765113.500000 Penalty: 10300.678711 Iteration 74Q: 3 clusters Score -765113.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -765115.250000 Penalty: 10300.678711 Iteration 75Q: 3 clusters Score -765115.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -765115.875000 Penalty: 10300.678711 Iteration 76Q: 3 clusters Score -765115.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -765115.875000 Penalty: 10300.678711 Iteration 77F: 3 clusters Score -765115.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Entering Unmasked Estep Score: -150252.781250 Penalty: 4235.880371 Iteration 0F: 2 clusters Score -150252.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -146314.593750 Penalty: 8471.760742 Iteration 0F: 3 clusters Score -146314.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -146958.359375 Penalty: 8471.760742 Iteration 1F: 3 clusters Score -146958.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -147307.875000 Penalty: 8471.760742 Iteration 2F: 3 clusters Score -147307.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -147613.187500 Penalty: 8471.760742 Iteration 3F: 3 clusters Score -147613.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -147840.968750 Penalty: 8471.760742 Iteration 4Q: 3 clusters Score -147841 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -147974.453125 Penalty: 8471.760742 Iteration 5Q: 3 clusters Score -147974.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -148067.625000 Penalty: 8471.760742 Iteration 6Q: 3 clusters Score -148067.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -148122.265625 Penalty: 8471.760742 Iteration 7Q: 3 clusters Score -148122.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -148144.078125 Penalty: 8471.760742 Iteration 8Q: 3 clusters Score -148144.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -148154.578125 Penalty: 8471.760742 Iteration 9Q: 3 clusters Score -148154.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -148164.343750 Penalty: 8471.760742 Iteration 10Q: 3 clusters Score -148164.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -148180.656250 Penalty: 8471.760742 Iteration 11Q: 3 clusters Score -148180.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -148207.765625 Penalty: 8471.760742 Iteration 12Q: 3 clusters Score -148207.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -148274.312500 Penalty: 8471.760742 Iteration 13Q: 3 clusters Score -148274.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -148397.140625 Penalty: 8471.760742 Iteration 14Q: 3 clusters Score -148397.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -148449.828125 Penalty: 8471.760742 Iteration 15Q: 3 clusters Score -148449.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -148467.500000 Penalty: 8471.760742 Iteration 16Q: 3 clusters Score -148467.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -148473.656250 Penalty: 8471.760742 Iteration 17Q: 3 clusters Score -148473.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -148476.640625 Penalty: 8471.760742 Iteration 18Q: 3 clusters Score -148476.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -148480.375000 Penalty: 8471.760742 Iteration 19Q: 3 clusters Score -148480.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -148480.375000 Penalty: 8471.760742 Iteration 20F: 3 clusters Score -148480.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Entering Unmasked Estep Score: -1578133.250000 Penalty: 5574.686523 Iteration 0F: 2 clusters Score -1578133 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1568543.875000 Penalty: 11149.373047 Iteration 0F: 3 clusters Score -1568544 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1570457.500000 Penalty: 11149.373047 Iteration 1F: 3 clusters Score -1570458 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1570946.125000 Penalty: 11149.373047 Iteration 2F: 3 clusters Score -1570946 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1571214.750000 Penalty: 11149.373047 Iteration 3Q: 3 clusters Score -1571215 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1571402.375000 Penalty: 11149.373047 Iteration 4Q: 3 clusters Score -1571402 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1571539.750000 Penalty: 11149.373047 Iteration 5Q: 3 clusters Score -1571540 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1571659.125000 Penalty: 11149.373047 Iteration 6Q: 3 clusters Score -1571659 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1571764.875000 Penalty: 11149.373047 Iteration 7Q: 3 clusters Score -1571765 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1571850.750000 Penalty: 11149.373047 Iteration 8Q: 3 clusters Score -1571851 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1571933.750000 Penalty: 11149.373047 Iteration 9Q: 3 clusters Score -1571934 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -1572019.750000 Penalty: 11149.373047 Iteration 10Q: 3 clusters Score -1572020 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1572095.000000 Penalty: 11149.373047 Iteration 11Q: 3 clusters Score -1572095 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1572149.250000 Penalty: 11149.373047 Iteration 12Q: 3 clusters Score -1572149 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1572184.625000 Penalty: 11149.373047 Iteration 13Q: 3 clusters Score -1572185 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1572230.500000 Penalty: 11149.373047 Iteration 14Q: 3 clusters Score -1572230 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1572260.500000 Penalty: 11149.373047 Iteration 15Q: 3 clusters Score -1572260 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1572294.375000 Penalty: 11149.373047 Iteration 16Q: 3 clusters Score -1572294 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1572338.625000 Penalty: 11149.373047 Iteration 17Q: 3 clusters Score -1572339 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1572370.750000 Penalty: 11149.373047 Iteration 18Q: 3 clusters Score -1572371 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1572391.500000 Penalty: 11149.373047 Iteration 19Q: 3 clusters Score -1572392 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1572413.250000 Penalty: 11149.373047 Iteration 20F: 3 clusters Score -1572413 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -1572429.500000 Penalty: 11149.373047 Iteration 21Q: 3 clusters Score -1572430 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1572443.000000 Penalty: 11149.373047 Iteration 22Q: 3 clusters Score -1572443 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1572452.875000 Penalty: 11149.373047 Iteration 23Q: 3 clusters Score -1572453 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1572463.750000 Penalty: 11149.373047 Iteration 24Q: 3 clusters Score -1572464 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -1572481.500000 Penalty: 11149.373047 Iteration 25Q: 3 clusters Score -1572482 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1572496.625000 Penalty: 11149.373047 Iteration 26Q: 3 clusters Score -1572497 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1572511.625000 Penalty: 11149.373047 Iteration 27Q: 3 clusters Score -1572512 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1572520.875000 Penalty: 11149.373047 Iteration 28Q: 3 clusters Score -1572521 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1572534.625000 Penalty: 11149.373047 Iteration 29Q: 3 clusters Score -1572535 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1572546.750000 Penalty: 11149.373047 Iteration 30Q: 3 clusters Score -1572547 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1572553.750000 Penalty: 11149.373047 Iteration 31Q: 3 clusters Score -1572554 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1572561.000000 Penalty: 11149.373047 Iteration 32Q: 3 clusters Score -1572561 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1572568.125000 Penalty: 11149.373047 Iteration 33Q: 3 clusters Score -1572568 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1572579.500000 Penalty: 11149.373047 Iteration 34Q: 3 clusters Score -1572580 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1572585.500000 Penalty: 11149.373047 Iteration 35Q: 3 clusters Score -1572586 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -1572590.000000 Penalty: 11149.373047 Iteration 36Q: 3 clusters Score -1572590 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1572595.500000 Penalty: 11149.373047 Iteration 37Q: 3 clusters Score -1572596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1572603.375000 Penalty: 11149.373047 Iteration 38Q: 3 clusters Score -1572603 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1572602.125000 Penalty: 11149.373047 Iteration 39Q: 3 clusters Score -1572602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1572603.250000 Penalty: 11149.373047 Iteration 40F: 3 clusters Score -1572603 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -1572607.500000 Penalty: 11149.373047 Iteration 41Q: 3 clusters Score -1572608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1572606.500000 Penalty: 11149.373047 Iteration 42Q: 3 clusters Score -1572606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1572605.750000 Penalty: 11149.373047 Iteration 43Q: 3 clusters Score -1572606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1572607.875000 Penalty: 11149.373047 Iteration 44Q: 3 clusters Score -1572608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1572608.750000 Penalty: 11149.373047 Iteration 45Q: 3 clusters Score -1572609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -1572609.250000 Penalty: 11149.373047 Iteration 46Q: 3 clusters Score -1572609 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1572617.000000 Penalty: 11149.373047 Iteration 47Q: 3 clusters Score -1572617 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1572617.375000 Penalty: 11149.373047 Iteration 48Q: 3 clusters Score -1572617 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1572619.500000 Penalty: 11149.373047 Iteration 49Q: 3 clusters Score -1572620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1572620.125000 Penalty: 11149.373047 Iteration 50Q: 3 clusters Score -1572620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1572618.500000 Penalty: 11149.373047 Iteration 51Q: 3 clusters Score -1572618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1572622.250000 Penalty: 11149.373047 Iteration 52Q: 3 clusters Score -1572622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1572623.000000 Penalty: 11149.373047 Iteration 53Q: 3 clusters Score -1572623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1572623.000000 Penalty: 11149.373047 Iteration 54F: 3 clusters Score -1572623 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Entering Unmasked Estep Score: -111987.289062 Penalty: 4022.947754 Iteration 0F: 2 clusters Score -111987.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -108241.898438 Penalty: 8045.895508 Iteration 0F: 3 clusters Score -108241.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -108501.578125 Penalty: 8045.895508 Iteration 1F: 3 clusters Score -108501.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -108590.632812 Penalty: 8045.895508 Iteration 2Q: 3 clusters Score -108590.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -108608.312500 Penalty: 8045.895508 Iteration 3Q: 3 clusters Score -108608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -108623.101562 Penalty: 8045.895508 Iteration 4Q: 3 clusters Score -108623.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -108635.476562 Penalty: 8045.895508 Iteration 5Q: 3 clusters Score -108635.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -108650.718750 Penalty: 8045.895508 Iteration 6Q: 3 clusters Score -108650.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -108659.687500 Penalty: 8045.895508 Iteration 7Q: 3 clusters Score -108659.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -108667.789062 Penalty: 8045.895508 Iteration 8Q: 3 clusters Score -108667.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -108673.585938 Penalty: 8045.895508 Iteration 9Q: 3 clusters Score -108673.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -108676.828125 Penalty: 8045.895508 Iteration 10Q: 3 clusters Score -108676.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -108676.828125 Penalty: 8045.895508 Iteration 11F: 3 clusters Score -108676.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Entering Unmasked Estep Score: -262283.750000 Penalty: 4475.661621 Iteration 0F: 2 clusters Score -262283.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -257677.937500 Penalty: 8951.323242 Iteration 0F: 3 clusters Score -257677.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -258145.265625 Penalty: 8951.323242 Iteration 1F: 3 clusters Score -258145.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -258307.890625 Penalty: 8951.323242 Iteration 2F: 3 clusters Score -258307.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -258348.781250 Penalty: 8951.323242 Iteration 3Q: 3 clusters Score -258348.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -258371.921875 Penalty: 8951.323242 Iteration 4Q: 3 clusters Score -258371.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -258405.156250 Penalty: 8951.323242 Iteration 5Q: 3 clusters Score -258405.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -258443.609375 Penalty: 8951.323242 Iteration 6Q: 3 clusters Score -258443.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -258483.140625 Penalty: 8951.323242 Iteration 7Q: 3 clusters Score -258483.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -258510.796875 Penalty: 8951.323242 Iteration 8Q: 3 clusters Score -258510.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -258540.062500 Penalty: 8951.323242 Iteration 9Q: 3 clusters Score -258540.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -258578.375000 Penalty: 8951.323242 Iteration 10Q: 3 clusters Score -258578.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -258638.187500 Penalty: 8951.323242 Iteration 11Q: 3 clusters Score -258638.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -258672.812500 Penalty: 8951.323242 Iteration 12Q: 3 clusters Score -258672.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -258701.171875 Penalty: 8951.323242 Iteration 13Q: 3 clusters Score -258701.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -258722.359375 Penalty: 8951.323242 Iteration 14Q: 3 clusters Score -258722.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -258746.546875 Penalty: 8951.323242 Iteration 15Q: 3 clusters Score -258746.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -258782.062500 Penalty: 8951.323242 Iteration 16Q: 3 clusters Score -258782.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -258800.203125 Penalty: 8951.323242 Iteration 17Q: 3 clusters Score -258800.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -258810.671875 Penalty: 8951.323242 Iteration 18Q: 3 clusters Score -258810.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -258822.328125 Penalty: 8951.323242 Iteration 19Q: 3 clusters Score -258822.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -258832.265625 Penalty: 8951.323242 Iteration 20F: 3 clusters Score -258832.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -258841.843750 Penalty: 8951.323242 Iteration 21Q: 3 clusters Score -258841.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -258852.046875 Penalty: 8951.323242 Iteration 22Q: 3 clusters Score -258852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -258854.984375 Penalty: 8951.323242 Iteration 23Q: 3 clusters Score -258855 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -258858.703125 Penalty: 8951.323242 Iteration 24Q: 3 clusters Score -258858.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -258861.218750 Penalty: 8951.323242 Iteration 25Q: 3 clusters Score -258861.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -258862.859375 Penalty: 8951.323242 Iteration 26Q: 3 clusters Score -258862.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -258862.859375 Penalty: 8951.323242 Iteration 27F: 3 clusters Score -258862.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (146682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146682 members Entering Unmasked Estep Score: -25899808.000000 Penalty: 7286.313477 Iteration 0F: 2 clusters Score -2.589981e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73326 members Mstep: Class 2 contains 73356 members Entering Unmasked Estep Score: -25801260.000000 Penalty: 14572.626953 Iteration 0F: 3 clusters Score -2.580126e+07 nChanged 67829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73065 members Mstep: Class 2 contains 73617 members Entering Unmasked Estep Score: -25838448.000000 Penalty: 14572.626953 Iteration 1F: 3 clusters Score -2.583845e+07 nChanged 5091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72900 members Mstep: Class 2 contains 73782 members Entering Unmasked Estep Score: -25839684.000000 Penalty: 14572.626953 Iteration 2Q: 3 clusters Score -2.583968e+07 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72760 members Mstep: Class 2 contains 73922 members Entering Unmasked Estep Score: -25840766.000000 Penalty: 14572.626953 Iteration 3Q: 3 clusters Score -2.584077e+07 nChanged 4461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72517 members Mstep: Class 2 contains 74165 members Entering Unmasked Estep Score: -25841836.000000 Penalty: 14572.626953 Iteration 4Q: 3 clusters Score -2.584184e+07 nChanged 4396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72155 members Mstep: Class 2 contains 74527 members Entering Unmasked Estep Score: -25842846.000000 Penalty: 14572.626953 Iteration 5Q: 3 clusters Score -2.584285e+07 nChanged 4344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71673 members Mstep: Class 2 contains 75009 members Entering Unmasked Estep Score: -25843906.000000 Penalty: 14572.626953 Iteration 6Q: 3 clusters Score -2.584391e+07 nChanged 4482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70879 members Mstep: Class 2 contains 75803 members Entering Unmasked Estep Score: -25845136.000000 Penalty: 14572.626953 Iteration 7Q: 3 clusters Score -2.584514e+07 nChanged 4775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69730 members Mstep: Class 2 contains 76952 members Entering Unmasked Estep Score: -25846636.000000 Penalty: 14572.626953 Iteration 8Q: 3 clusters Score -2.584664e+07 nChanged 5160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68112 members Mstep: Class 2 contains 78570 members Entering Unmasked Estep Score: -25848398.000000 Penalty: 14572.626953 Iteration 9Q: 3 clusters Score -2.58484e+07 nChanged 5627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65833 members Mstep: Class 2 contains 80849 members Entering Unmasked Estep Score: -25850576.000000 Penalty: 14572.626953 Iteration 10Q: 3 clusters Score -2.585058e+07 nChanged 6037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62732 members Mstep: Class 2 contains 83950 members Entering Unmasked Estep Score: -25853030.000000 Penalty: 14572.626953 Iteration 11Q: 3 clusters Score -2.585303e+07 nChanged 6541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58853 members Mstep: Class 2 contains 87829 members Entering Unmasked Estep Score: -25856212.000000 Penalty: 14572.626953 Iteration 12Q: 3 clusters Score -2.585621e+07 nChanged 6970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54263 members Mstep: Class 2 contains 92419 members Entering Unmasked Estep Score: -25859912.000000 Penalty: 14572.626953 Iteration 13Q: 3 clusters Score -2.585991e+07 nChanged 7001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49378 members Mstep: Class 2 contains 97304 members Entering Unmasked Estep Score: -25864134.000000 Penalty: 14572.626953 Iteration 14Q: 3 clusters Score -2.586413e+07 nChanged 6793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44561 members Mstep: Class 2 contains 102121 members Entering Unmasked Estep Score: -25868442.000000 Penalty: 14572.626953 Iteration 15Q: 3 clusters Score -2.586844e+07 nChanged 6020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40223 members Mstep: Class 2 contains 106459 members Entering Unmasked Estep Score: -25871872.000000 Penalty: 14572.626953 Iteration 16Q: 3 clusters Score -2.587187e+07 nChanged 5100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 110351 members Entering Unmasked Estep Score: -25874900.000000 Penalty: 14572.626953 Iteration 17Q: 3 clusters Score -2.58749e+07 nChanged 4178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32859 members Mstep: Class 2 contains 113823 members Entering Unmasked Estep Score: -25877010.000000 Penalty: 14572.626953 Iteration 18Q: 3 clusters Score -2.587701e+07 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29690 members Mstep: Class 2 contains 116992 members Entering Unmasked Estep Score: -25878592.000000 Penalty: 14572.626953 Iteration 19Q: 3 clusters Score -2.587859e+07 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26686 members Mstep: Class 2 contains 119996 members Entering Unmasked Estep Score: -25880078.000000 Penalty: 14572.626953 Iteration 20F: 3 clusters Score -2.588008e+07 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 122887 members Entering Unmasked Estep Score: -25881408.000000 Penalty: 14572.626953 Iteration 21Q: 3 clusters Score -2.588141e+07 nChanged 2793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21008 members Mstep: Class 2 contains 125674 members Entering Unmasked Estep Score: -25882984.000000 Penalty: 14572.626953 Iteration 22Q: 3 clusters Score -2.588298e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18440 members Mstep: Class 2 contains 128242 members Entering Unmasked Estep Score: -25884126.000000 Penalty: 14572.626953 Iteration 23Q: 3 clusters Score -2.588413e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 130625 members Entering Unmasked Estep Score: -25885338.000000 Penalty: 14572.626953 Iteration 24Q: 3 clusters Score -2.588534e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13894 members Mstep: Class 2 contains 132788 members Entering Unmasked Estep Score: -25886552.000000 Penalty: 14572.626953 Iteration 25Q: 3 clusters Score -2.588655e+07 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 134800 members Entering Unmasked Estep Score: -25887808.000000 Penalty: 14572.626953 Iteration 26Q: 3 clusters Score -2.588781e+07 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 136485 members Entering Unmasked Estep Score: -25888732.000000 Penalty: 14572.626953 Iteration 27Q: 3 clusters Score -2.588873e+07 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 137947 members Entering Unmasked Estep Score: -25889640.000000 Penalty: 14572.626953 Iteration 28Q: 3 clusters Score -2.588964e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 139203 members Entering Unmasked Estep Score: -25890360.000000 Penalty: 14572.626953 Iteration 29Q: 3 clusters Score -2.589036e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 140255 members Entering Unmasked Estep Score: -25890808.000000 Penalty: 14572.626953 Iteration 30Q: 3 clusters Score -2.589081e+07 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 141095 members Entering Unmasked Estep Score: -25891292.000000 Penalty: 14572.626953 Iteration 31Q: 3 clusters Score -2.589129e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 141821 members Entering Unmasked Estep Score: -25891702.000000 Penalty: 14572.626953 Iteration 32Q: 3 clusters Score -2.58917e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 142467 members Entering Unmasked Estep Score: -25892044.000000 Penalty: 14572.626953 Iteration 33Q: 3 clusters Score -2.589204e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 142963 members Entering Unmasked Estep Score: -25892254.000000 Penalty: 14572.626953 Iteration 34Q: 3 clusters Score -2.589225e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 143358 members Entering Unmasked Estep Score: -25892488.000000 Penalty: 14572.626953 Iteration 35Q: 3 clusters Score -2.589249e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 143680 members Entering Unmasked Estep Score: -25892686.000000 Penalty: 14572.626953 Iteration 36Q: 3 clusters Score -2.589269e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 143946 members Entering Unmasked Estep Score: -25892854.000000 Penalty: 14572.626953 Iteration 37Q: 3 clusters Score -2.589285e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 144174 members Entering Unmasked Estep Score: -25893044.000000 Penalty: 14572.626953 Iteration 38Q: 3 clusters Score -2.589304e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 144347 members Entering Unmasked Estep Score: -25893158.000000 Penalty: 14572.626953 Iteration 39Q: 3 clusters Score -2.589316e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 144482 members Entering Unmasked Estep Score: -25893252.000000 Penalty: 14572.626953 Iteration 40F: 3 clusters Score -2.589325e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 144595 members Entering Unmasked Estep Score: -25893308.000000 Penalty: 14572.626953 Iteration 41Q: 3 clusters Score -2.589331e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 144698 members Entering Unmasked Estep Score: -25893342.000000 Penalty: 14572.626953 Iteration 42Q: 3 clusters Score -2.589334e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 144774 members Entering Unmasked Estep Score: -25893388.000000 Penalty: 14572.626953 Iteration 43Q: 3 clusters Score -2.589339e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 144823 members Entering Unmasked Estep Score: -25893440.000000 Penalty: 14572.626953 Iteration 44Q: 3 clusters Score -2.589344e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 144859 members Entering Unmasked Estep Score: -25893496.000000 Penalty: 14572.626953 Iteration 45Q: 3 clusters Score -2.58935e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 144890 members Entering Unmasked Estep Score: -25893520.000000 Penalty: 14572.626953 Iteration 46Q: 3 clusters Score -2.589352e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 144922 members Entering Unmasked Estep Score: -25893516.000000 Penalty: 14572.626953 Iteration 47Q: 3 clusters Score -2.589352e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 144946 members Entering Unmasked Estep Score: -25893524.000000 Penalty: 14572.626953 Iteration 48Q: 3 clusters Score -2.589352e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 144967 members Entering Unmasked Estep Score: -25893554.000000 Penalty: 14572.626953 Iteration 49Q: 3 clusters Score -2.589355e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 144986 members Entering Unmasked Estep Score: -25893560.000000 Penalty: 14572.626953 Iteration 50Q: 3 clusters Score -2.589356e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 144993 members Entering Unmasked Estep Score: -25893570.000000 Penalty: 14572.626953 Iteration 51Q: 3 clusters Score -2.589357e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 145002 members Entering Unmasked Estep Score: -25893572.000000 Penalty: 14572.626953 Iteration 52Q: 3 clusters Score -2.589357e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 145006 members Entering Unmasked Estep Score: -25893604.000000 Penalty: 14572.626953 Iteration 53Q: 3 clusters Score -2.58936e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 145007 members Entering Unmasked Estep Score: -25893630.000000 Penalty: 14572.626953 Iteration 54Q: 3 clusters Score -2.589363e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 145018 members Entering Unmasked Estep Score: -25893622.000000 Penalty: 14572.626953 Iteration 55Q: 3 clusters Score -2.589362e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 145023 members Entering Unmasked Estep Score: -25893604.000000 Penalty: 14572.626953 Iteration 56Q: 3 clusters Score -2.58936e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 145026 members Entering Unmasked Estep Score: -25893608.000000 Penalty: 14572.626953 Iteration 57Q: 3 clusters Score -2.589361e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 145031 members Entering Unmasked Estep Score: -25893622.000000 Penalty: 14572.626953 Iteration 58Q: 3 clusters Score -2.589362e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 145035 members Entering Unmasked Estep Score: -25893652.000000 Penalty: 14572.626953 Iteration 59Q: 3 clusters Score -2.589365e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 145045 members Entering Unmasked Estep Score: -25893668.000000 Penalty: 14572.626953 Iteration 60F: 3 clusters Score -2.589367e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 145054 members Entering Unmasked Estep Score: -25893648.000000 Penalty: 14572.626953 Iteration 61Q: 3 clusters Score -2.589365e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 145065 members Entering Unmasked Estep Score: -25893672.000000 Penalty: 14572.626953 Iteration 62Q: 3 clusters Score -2.589367e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 145068 members Entering Unmasked Estep Score: -25893662.000000 Penalty: 14572.626953 Iteration 63Q: 3 clusters Score -2.589366e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 145071 members Entering Unmasked Estep Score: -25893650.000000 Penalty: 14572.626953 Iteration 64Q: 3 clusters Score -2.589365e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 145075 members Entering Unmasked Estep Score: -25893652.000000 Penalty: 14572.626953 Iteration 65Q: 3 clusters Score -2.589365e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 145078 members Entering Unmasked Estep Score: -25893698.000000 Penalty: 14572.626953 Iteration 66Q: 3 clusters Score -2.58937e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 145084 members Entering Unmasked Estep Score: -25893686.000000 Penalty: 14572.626953 Iteration 67Q: 3 clusters Score -2.589369e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 145094 members Entering Unmasked Estep Score: -25893708.000000 Penalty: 14572.626953 Iteration 68Q: 3 clusters Score -2.589371e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 145105 members Entering Unmasked Estep Score: -25893714.000000 Penalty: 14572.626953 Iteration 69Q: 3 clusters Score -2.589371e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 145113 members Entering Unmasked Estep Score: -25893676.000000 Penalty: 14572.626953 Iteration 70Q: 3 clusters Score -2.589368e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 145119 members Entering Unmasked Estep Score: -25893682.000000 Penalty: 14572.626953 Iteration 71Q: 3 clusters Score -2.589368e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 145127 members Entering Unmasked Estep Score: -25893708.000000 Penalty: 14572.626953 Iteration 72Q: 3 clusters Score -2.589371e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 145131 members Entering Unmasked Estep Score: -25893708.000000 Penalty: 14572.626953 Iteration 73Q: 3 clusters Score -2.589371e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 145133 members Entering Unmasked Estep Score: -25893720.000000 Penalty: 14572.626953 Iteration 74Q: 3 clusters Score -2.589372e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 145136 members Entering Unmasked Estep Score: -25893700.000000 Penalty: 14572.626953 Iteration 75Q: 3 clusters Score -2.58937e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 145140 members Entering Unmasked Estep Score: -25893700.000000 Penalty: 14572.626953 Iteration 76Q: 3 clusters Score -2.58937e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 145140 members Entering Unmasked Estep Score: -25893706.000000 Penalty: 14572.626953 Iteration 77Q: 3 clusters Score -2.589371e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 145140 members Entering Unmasked Estep Score: -25893694.000000 Penalty: 14572.626953 Iteration 78Q: 3 clusters Score -2.589369e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 145141 members Entering Unmasked Estep Score: -25893698.000000 Penalty: 14572.626953 Iteration 79Q: 3 clusters Score -2.58937e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 145141 members Entering Unmasked Estep Score: -25893698.000000 Penalty: 14572.626953 Iteration 80F: 3 clusters Score -2.58937e+07 nChanged 0 --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -212938016.000000 Penalty: 163138.515625 22->20 Clusters: Score -212938016.000000, best is -213051088.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18607 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 18429 members Mstep: Class 4 contains 18554 members Mstep: Class 5 contains 18536 members Mstep: Class 6 contains 18453 members Mstep: Class 7 contains 18699 members Mstep: Class 8 contains 18597 members Mstep: Class 9 contains 18508 members Mstep: Class 10 contains 18484 members Mstep: Class 11 contains 18509 members Mstep: Class 12 contains 18561 members Mstep: Class 13 contains 18564 members Mstep: Class 14 contains 18598 members Mstep: Class 15 contains 18661 members Mstep: Class 16 contains 18490 members Mstep: Class 17 contains 18395 members Mstep: Class 18 contains 18415 members Mstep: Class 19 contains 18608 members Mstep: Class 20 contains 18707 members Mstep: Class 21 contains 18688 members Mstep: Class 22 contains 18694 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 700.081909 but Gain 7913.328125 Score: -66170488.000000 Penalty: 166180.093750 Iteration 0F: 22 clusters Score -6.617049e+07 nChanged 384770 Entering Unmasked Mstep Mstep: Class 0 contains 2881 members Mstep: Class 1 contains 55185 members Mstep: Class 2 contains 18593 members Mstep: Class 3 contains 15159 members Mstep: Class 4 contains 40793 members Mstep: Class 5 contains 31310 members Mstep: Class 6 contains 53945 members Mstep: Class 7 contains 10011 members Mstep: Class 8 contains 10191 members Mstep: Class 9 contains 4218 members Mstep: Class 10 contains 11248 members Mstep: Class 11 contains 8908 members Mstep: Class 12 contains 21381 members Mstep: Class 13 contains 2483 members Mstep: Class 14 contains 15351 members Mstep: Class 15 contains 4778 members Mstep: Class 16 contains 31502 members Mstep: Class 17 contains 12621 members Mstep: Class 18 contains 35205 members Mstep: Class 19 contains 9848 members Mstep: Class 20 contains 7177 members Mstep: Class 21 contains 5503 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2350.534912 but Gain 7913.343750 Score: -69262712.000000 Penalty: 158266.750000 Iteration 1F: 21 clusters Score -6.926271e+07 nChanged 160382 Entering Unmasked Mstep Mstep: Class 0 contains 1338 members Mstep: Class 1 contains 58551 members Mstep: Class 2 contains 21349 members Mstep: Class 3 contains 11662 members Mstep: Class 4 contains 51592 members Mstep: Class 5 contains 39956 members Mstep: Class 6 contains 70702 members Mstep: Class 7 contains 17212 members Mstep: Class 8 contains 4044 members Mstep: Class 9 contains 1480 members Mstep: Class 11 contains 5315 members Mstep: Class 12 contains 14854 members Mstep: Class 13 contains 3475 members Mstep: Class 14 contains 11353 members Mstep: Class 15 contains 3039 members Mstep: Class 16 contains 30310 members Mstep: Class 17 contains 8890 members Mstep: Class 18 contains 39654 members Mstep: Class 19 contains 5256 members Mstep: Class 20 contains 5242 members Mstep: Class 21 contains 3017 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 5658.042969 but Gain 7913.328125 Score: -70010200.000000 Penalty: 150353.421875 Iteration 2F: 20 clusters Score -7.00102e+07 nChanged 131845 Entering Unmasked Mstep Mstep: Class 0 contains 388 members Mstep: Class 1 contains 56443 members Mstep: Class 2 contains 23824 members Mstep: Class 3 contains 7193 members Mstep: Class 4 contains 49285 members Mstep: Class 5 contains 33959 members Mstep: Class 6 contains 70415 members Mstep: Class 7 contains 35053 members Mstep: Class 8 contains 3530 members Mstep: Class 9 contains 1379 members Mstep: Class 11 contains 5662 members Mstep: Class 12 contains 27229 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 5883 members Mstep: Class 15 contains 3182 members Mstep: Class 16 contains 18626 members Mstep: Class 17 contains 9270 members Mstep: Class 18 contains 46327 members Mstep: Class 19 contains 3372 members Mstep: Class 21 contains 3596 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 4561.416992 but Gain 7913.343750 Score: -70336032.000000 Penalty: 142440.078125 Iteration 3F: 19 clusters Score -7.033603e+07 nChanged 97499 Entering Unmasked Mstep Mstep: Class 0 contains 277 members Mstep: Class 1 contains 49888 members Mstep: Class 2 contains 26650 members Mstep: Class 3 contains 4891 members Mstep: Class 4 contains 53351 members Mstep: Class 5 contains 23909 members Mstep: Class 6 contains 64691 members Mstep: Class 7 contains 47311 members Mstep: Class 8 contains 2795 members Mstep: Class 9 contains 1357 members Mstep: Class 11 contains 5530 members Mstep: Class 12 contains 33387 members Mstep: Class 13 contains 3751 members Mstep: Class 15 contains 2505 members Mstep: Class 16 contains 11080 members Mstep: Class 17 contains 9077 members Mstep: Class 18 contains 59836 members Mstep: Class 19 contains 2892 members Mstep: Class 21 contains 5113 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 5345.174805 but Gain 7913.343750 Score: -70508960.000000 Penalty: 134526.734375 Iteration 4F: 18 clusters Score -7.050896e+07 nChanged 74058 Entering Unmasked Mstep Mstep: Class 0 contains 198 members Mstep: Class 1 contains 42214 members Mstep: Class 2 contains 26062 members Mstep: Class 4 contains 61380 members Mstep: Class 5 contains 18729 members Mstep: Class 6 contains 55965 members Mstep: Class 7 contains 48686 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 1355 members Mstep: Class 11 contains 5125 members Mstep: Class 12 contains 32985 members Mstep: Class 13 contains 3833 members Mstep: Class 15 contains 2076 members Mstep: Class 16 contains 8741 members Mstep: Class 17 contains 7219 members Mstep: Class 18 contains 80807 members Mstep: Class 19 contains 2752 members Mstep: Class 21 contains 7484 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 5673.125000 but Gain 7913.328125 Score: -70625744.000000 Penalty: 126613.406250 Iteration 5F: 17 clusters Score -7.062574e+07 nChanged 63018 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 36312 members Mstep: Class 2 contains 22473 members Mstep: Class 4 contains 69722 members Mstep: Class 5 contains 20932 members Mstep: Class 6 contains 44868 members Mstep: Class 7 contains 45150 members Mstep: Class 8 contains 2928 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 4708 members Mstep: Class 12 contains 29095 members Mstep: Class 13 contains 3866 members Mstep: Class 15 contains 1714 members Mstep: Class 16 contains 7944 members Mstep: Class 18 contains 104660 members Mstep: Class 19 contains 2681 members Mstep: Class 21 contains 9713 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 6951.484863 but Gain 7913.343750 Score: -70716896.000000 Penalty: 118700.062500 Iteration 6F: 16 clusters Score -7.07169e+07 nChanged 51151 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 1 contains 32469 members Mstep: Class 2 contains 18910 members Mstep: Class 4 contains 80927 members Mstep: Class 5 contains 25335 members Mstep: Class 6 contains 29954 members Mstep: Class 7 contains 39209 members Mstep: Class 8 contains 3285 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 4536 members Mstep: Class 12 contains 25712 members Mstep: Class 13 contains 3953 members Mstep: Class 16 contains 7496 members Mstep: Class 18 contains 120822 members Mstep: Class 19 contains 2584 members Mstep: Class 21 contains 11646 members Entering Unmasked Estep ConsiderDeletion Score: -70796344.000000 Penalty: 118700.062500 Iteration 7F: 16 clusters Score -7.079634e+07 nChanged 40363 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 29849 members Mstep: Class 2 contains 15343 members Mstep: Class 4 contains 93025 members Mstep: Class 5 contains 30395 members Mstep: Class 6 contains 14651 members Mstep: Class 7 contains 35366 members Mstep: Class 8 contains 3622 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 4269 members Mstep: Class 12 contains 22229 members Mstep: Class 13 contains 3990 members Mstep: Class 16 contains 7187 members Mstep: Class 18 contains 131153 members Mstep: Class 19 contains 2500 members Mstep: Class 21 contains 13295 members Entering Unmasked Estep ConsiderDeletion Score: -70854232.000000 Penalty: 118700.062500 Iteration 8F: 16 clusters Score -7.085423e+07 nChanged 25514 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 28191 members Mstep: Class 2 contains 12875 members Mstep: Class 4 contains 98397 members Mstep: Class 5 contains 35171 members Mstep: Class 6 contains 6712 members Mstep: Class 7 contains 32816 members Mstep: Class 8 contains 3893 members Mstep: Class 9 contains 1352 members Mstep: Class 11 contains 4221 members Mstep: Class 12 contains 19272 members Mstep: Class 13 contains 3996 members Mstep: Class 16 contains 7144 members Mstep: Class 18 contains 137448 members Mstep: Class 19 contains 2402 members Mstep: Class 21 contains 14343 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 6013.778320 but Gain 7913.335938 Score: -70884760.000000 Penalty: 110786.726562 Iteration 9F: 15 clusters Score -7.088476e+07 nChanged 18065 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27110 members Mstep: Class 2 contains 11669 members Mstep: Class 4 contains 99923 members Mstep: Class 5 contains 40857 members Mstep: Class 7 contains 31092 members Mstep: Class 8 contains 4100 members Mstep: Class 9 contains 1352 members Mstep: Class 11 contains 4371 members Mstep: Class 12 contains 17789 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7310 members Mstep: Class 18 contains 141327 members Mstep: Class 19 contains 2416 members Mstep: Class 21 contains 14924 members Entering Unmasked Estep ConsiderDeletion Score: -70904880.000000 Penalty: 110786.726562 Iteration 10Q: 15 clusters Score -7.090488e+07 nChanged 8567 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 26343 members Mstep: Class 2 contains 11026 members Mstep: Class 4 contains 100208 members Mstep: Class 5 contains 42894 members Mstep: Class 7 contains 29899 members Mstep: Class 8 contains 4193 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 4593 members Mstep: Class 12 contains 15337 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7476 members Mstep: Class 18 contains 143359 members Mstep: Class 19 contains 2414 members Mstep: Class 21 contains 15143 members Entering Unmasked Estep ConsiderDeletion Score: -70911520.000000 Penalty: 110786.726562 Iteration 11Q: 15 clusters Score -7.091152e+07 nChanged 5780 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 25641 members Mstep: Class 2 contains 10893 members Mstep: Class 4 contains 100437 members Mstep: Class 5 contains 44130 members Mstep: Class 7 contains 29040 members Mstep: Class 8 contains 4255 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 4835 members Mstep: Class 12 contains 14041 members Mstep: Class 13 contains 4001 members Mstep: Class 16 contains 7621 members Mstep: Class 18 contains 144402 members Mstep: Class 19 contains 2447 members Mstep: Class 21 contains 15142 members Entering Unmasked Estep ConsiderDeletion Score: -70915736.000000 Penalty: 110786.726562 Iteration 12Q: 15 clusters Score -7.091574e+07 nChanged 4238 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 25033 members Mstep: Class 2 contains 10980 members Mstep: Class 4 contains 100579 members Mstep: Class 5 contains 44966 members Mstep: Class 7 contains 28336 members Mstep: Class 8 contains 4298 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 5021 members Mstep: Class 12 contains 13307 members Mstep: Class 13 contains 3998 members Mstep: Class 16 contains 7714 members Mstep: Class 18 contains 145076 members Mstep: Class 19 contains 2464 members Mstep: Class 21 contains 15113 members Entering Unmasked Estep ConsiderDeletion Score: -70918528.000000 Penalty: 110786.726562 Iteration 13Q: 15 clusters Score -7.091853e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 24630 members Mstep: Class 2 contains 11176 members Mstep: Class 4 contains 100649 members Mstep: Class 5 contains 45480 members Mstep: Class 7 contains 27760 members Mstep: Class 8 contains 4316 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 5171 members Mstep: Class 12 contains 12923 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7780 members Mstep: Class 18 contains 145460 members Mstep: Class 19 contains 2473 members Mstep: Class 21 contains 15067 members Entering Unmasked Estep ConsiderDeletion Score: -70919760.000000 Penalty: 110786.726562 Iteration 14Q: 15 clusters Score -7.091976e+07 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 24365 members Mstep: Class 2 contains 11402 members Mstep: Class 4 contains 100717 members Mstep: Class 5 contains 45836 members Mstep: Class 7 contains 27323 members Mstep: Class 8 contains 4320 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 5289 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7819 members Mstep: Class 18 contains 145722 members Mstep: Class 19 contains 2462 members Mstep: Class 21 contains 14985 members Entering Unmasked Estep ConsiderDeletion Score: -70920392.000000 Penalty: 110786.726562 Iteration 15Q: 15 clusters Score -7.092039e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 24194 members Mstep: Class 2 contains 11699 members Mstep: Class 4 contains 100750 members Mstep: Class 5 contains 46068 members Mstep: Class 7 contains 26989 members Mstep: Class 8 contains 4315 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 5391 members Mstep: Class 12 contains 12464 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7841 members Mstep: Class 18 contains 145852 members Mstep: Class 19 contains 2434 members Mstep: Class 21 contains 14888 members Entering Unmasked Estep ConsiderDeletion Score: -70921152.000000 Penalty: 110786.726562 Iteration 16Q: 15 clusters Score -7.092115e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 24066 members Mstep: Class 2 contains 11920 members Mstep: Class 4 contains 100784 members Mstep: Class 5 contains 46217 members Mstep: Class 7 contains 26762 members Mstep: Class 8 contains 4318 members Mstep: Class 9 contains 1353 members Mstep: Class 11 contains 5464 members Mstep: Class 12 contains 12362 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7856 members Mstep: Class 18 contains 145909 members Mstep: Class 19 contains 2406 members Mstep: Class 21 contains 14821 members Entering Unmasked Estep ConsiderDeletion Score: -70921192.000000 Penalty: 110786.726562 Iteration 17Q: 15 clusters Score -7.092119e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23999 members Mstep: Class 2 contains 12095 members Mstep: Class 4 contains 100793 members Mstep: Class 5 contains 46308 members Mstep: Class 7 contains 26570 members Mstep: Class 8 contains 4328 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5504 members Mstep: Class 12 contains 12310 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7866 members Mstep: Class 18 contains 145964 members Mstep: Class 19 contains 2396 members Mstep: Class 21 contains 14751 members Entering Unmasked Estep ConsiderDeletion Score: -70921496.000000 Penalty: 110786.726562 Iteration 18Q: 15 clusters Score -7.09215e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23953 members Mstep: Class 2 contains 12261 members Mstep: Class 4 contains 100810 members Mstep: Class 5 contains 46374 members Mstep: Class 7 contains 26412 members Mstep: Class 8 contains 4325 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5544 members Mstep: Class 12 contains 12273 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7870 members Mstep: Class 18 contains 145980 members Mstep: Class 19 contains 2388 members Mstep: Class 21 contains 14694 members Entering Unmasked Estep ConsiderDeletion Score: -70921584.000000 Penalty: 110786.726562 Iteration 19Q: 15 clusters Score -7.092158e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23928 members Mstep: Class 2 contains 12409 members Mstep: Class 4 contains 100824 members Mstep: Class 5 contains 46404 members Mstep: Class 7 contains 26276 members Mstep: Class 8 contains 4318 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5571 members Mstep: Class 12 contains 12247 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7868 members Mstep: Class 18 contains 146019 members Mstep: Class 19 contains 2374 members Mstep: Class 21 contains 14646 members Entering Unmasked Estep ConsiderDeletion Score: -70921984.000000 Penalty: 110786.726562 Iteration 20F: 15 clusters Score -7.092198e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23915 members Mstep: Class 2 contains 12522 members Mstep: Class 4 contains 100829 members Mstep: Class 5 contains 46474 members Mstep: Class 7 contains 26191 members Mstep: Class 8 contains 4341 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5589 members Mstep: Class 12 contains 12178 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7869 members Mstep: Class 18 contains 146011 members Mstep: Class 19 contains 2348 members Mstep: Class 21 contains 14617 members Entering Unmasked Estep ConsiderDeletion Score: -70922280.000000 Penalty: 110786.726562 Iteration 21Q: 15 clusters Score -7.092228e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 12640 members Mstep: Class 4 contains 100844 members Mstep: Class 5 contains 46528 members Mstep: Class 7 contains 26114 members Mstep: Class 8 contains 4377 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5606 members Mstep: Class 12 contains 12110 members Mstep: Class 13 contains 4000 members Mstep: Class 16 contains 7874 members Mstep: Class 18 contains 145983 members Mstep: Class 19 contains 2315 members Mstep: Class 21 contains 14591 members Entering Unmasked Estep ConsiderDeletion Score: -70922840.000000 Penalty: 110786.726562 Iteration 22Q: 15 clusters Score -7.092284e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23886 members Mstep: Class 2 contains 12751 members Mstep: Class 4 contains 100862 members Mstep: Class 5 contains 46544 members Mstep: Class 7 contains 26061 members Mstep: Class 8 contains 4401 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5626 members Mstep: Class 12 contains 12064 members Mstep: Class 13 contains 3999 members Mstep: Class 16 contains 7879 members Mstep: Class 18 contains 145961 members Mstep: Class 19 contains 2290 members Mstep: Class 21 contains 14560 members Entering Unmasked Estep ConsiderDeletion Score: -70922848.000000 Penalty: 110786.726562 Iteration 23Q: 15 clusters Score -7.092285e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23879 members Mstep: Class 2 contains 12814 members Mstep: Class 4 contains 100880 members Mstep: Class 5 contains 46570 members Mstep: Class 7 contains 26020 members Mstep: Class 8 contains 4394 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5641 members Mstep: Class 12 contains 12034 members Mstep: Class 13 contains 3998 members Mstep: Class 16 contains 7881 members Mstep: Class 18 contains 145962 members Mstep: Class 19 contains 2277 members Mstep: Class 21 contains 14534 members Entering Unmasked Estep ConsiderDeletion Score: -70923112.000000 Penalty: 110786.726562 Iteration 24Q: 15 clusters Score -7.092311e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23870 members Mstep: Class 2 contains 12869 members Mstep: Class 4 contains 100901 members Mstep: Class 5 contains 46593 members Mstep: Class 7 contains 25966 members Mstep: Class 8 contains 4375 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5653 members Mstep: Class 12 contains 12023 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7883 members Mstep: Class 18 contains 145967 members Mstep: Class 19 contains 2274 members Mstep: Class 21 contains 14513 members Entering Unmasked Estep ConsiderDeletion Score: -70923048.000000 Penalty: 110786.726562 Iteration 25Q: 15 clusters Score -7.092305e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23859 members Mstep: Class 2 contains 12901 members Mstep: Class 4 contains 100919 members Mstep: Class 5 contains 46615 members Mstep: Class 7 contains 25911 members Mstep: Class 8 contains 4353 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5666 members Mstep: Class 12 contains 12021 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7884 members Mstep: Class 18 contains 145988 members Mstep: Class 19 contains 2275 members Mstep: Class 21 contains 14495 members Entering Unmasked Estep ConsiderDeletion Score: -70922960.000000 Penalty: 110786.726562 Iteration 26Q: 15 clusters Score -7.092296e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23847 members Mstep: Class 2 contains 12941 members Mstep: Class 4 contains 100933 members Mstep: Class 5 contains 46636 members Mstep: Class 7 contains 25863 members Mstep: Class 8 contains 4325 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5675 members Mstep: Class 12 contains 12024 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7885 members Mstep: Class 18 contains 146004 members Mstep: Class 19 contains 2275 members Mstep: Class 21 contains 14479 members Entering Unmasked Estep ConsiderDeletion Score: -70923016.000000 Penalty: 110786.726562 Iteration 27Q: 15 clusters Score -7.092302e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23840 members Mstep: Class 2 contains 12974 members Mstep: Class 4 contains 100952 members Mstep: Class 5 contains 46655 members Mstep: Class 7 contains 25814 members Mstep: Class 8 contains 4307 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5683 members Mstep: Class 12 contains 12012 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7884 members Mstep: Class 18 contains 146019 members Mstep: Class 19 contains 2274 members Mstep: Class 21 contains 14473 members Entering Unmasked Estep ConsiderDeletion Score: -70923192.000000 Penalty: 110786.726562 Iteration 28Q: 15 clusters Score -7.092319e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23826 members Mstep: Class 2 contains 12992 members Mstep: Class 4 contains 100967 members Mstep: Class 5 contains 46676 members Mstep: Class 7 contains 25771 members Mstep: Class 8 contains 4290 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5705 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7886 members Mstep: Class 18 contains 146025 members Mstep: Class 19 contains 2272 members Mstep: Class 21 contains 14467 members Entering Unmasked Estep ConsiderDeletion Score: -70923136.000000 Penalty: 110786.726562 Iteration 29Q: 15 clusters Score -7.092314e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23819 members Mstep: Class 2 contains 12995 members Mstep: Class 4 contains 100971 members Mstep: Class 5 contains 46689 members Mstep: Class 7 contains 25761 members Mstep: Class 8 contains 4275 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5715 members Mstep: Class 12 contains 12012 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7890 members Mstep: Class 18 contains 146026 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14461 members Entering Unmasked Estep ConsiderDeletion Score: -70923136.000000 Penalty: 110786.726562 Iteration 30Q: 15 clusters Score -7.092314e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 12993 members Mstep: Class 4 contains 100982 members Mstep: Class 5 contains 46697 members Mstep: Class 7 contains 25747 members Mstep: Class 8 contains 4264 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5730 members Mstep: Class 12 contains 12011 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146032 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14457 members Entering Unmasked Estep ConsiderDeletion Score: -70923208.000000 Penalty: 110786.726562 Iteration 31Q: 15 clusters Score -7.092321e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23811 members Mstep: Class 2 contains 12998 members Mstep: Class 4 contains 100989 members Mstep: Class 5 contains 46710 members Mstep: Class 7 contains 25731 members Mstep: Class 8 contains 4259 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5730 members Mstep: Class 12 contains 12008 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146037 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14453 members Entering Unmasked Estep ConsiderDeletion Score: -70923240.000000 Penalty: 110786.726562 Iteration 32Q: 15 clusters Score -7.092324e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 13007 members Mstep: Class 4 contains 100990 members Mstep: Class 5 contains 46718 members Mstep: Class 7 contains 25726 members Mstep: Class 8 contains 4253 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5734 members Mstep: Class 12 contains 12003 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146036 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14452 members Entering Unmasked Estep ConsiderDeletion Score: -70923192.000000 Penalty: 110786.726562 Iteration 33Q: 15 clusters Score -7.092319e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23802 members Mstep: Class 2 contains 13009 members Mstep: Class 4 contains 100992 members Mstep: Class 5 contains 46725 members Mstep: Class 7 contains 25717 members Mstep: Class 8 contains 4250 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 11996 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7889 members Mstep: Class 18 contains 146041 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14453 members Entering Unmasked Estep ConsiderDeletion Score: -70923184.000000 Penalty: 110786.726562 Iteration 34Q: 15 clusters Score -7.092318e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23799 members Mstep: Class 2 contains 13009 members Mstep: Class 4 contains 100996 members Mstep: Class 5 contains 46726 members Mstep: Class 7 contains 25711 members Mstep: Class 8 contains 4248 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5740 members Mstep: Class 12 contains 11992 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7890 members Mstep: Class 18 contains 146051 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14452 members Entering Unmasked Estep ConsiderDeletion Score: -70923152.000000 Penalty: 110786.726562 Iteration 35Q: 15 clusters Score -7.092315e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23797 members Mstep: Class 2 contains 13008 members Mstep: Class 4 contains 100996 members Mstep: Class 5 contains 46729 members Mstep: Class 7 contains 25710 members Mstep: Class 8 contains 4243 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5744 members Mstep: Class 12 contains 11991 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7890 members Mstep: Class 18 contains 146054 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14452 members Entering Unmasked Estep ConsiderDeletion Score: -70923120.000000 Penalty: 110786.726562 Iteration 36Q: 15 clusters Score -7.092312e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23797 members Mstep: Class 2 contains 13011 members Mstep: Class 4 contains 100996 members Mstep: Class 5 contains 46731 members Mstep: Class 7 contains 25703 members Mstep: Class 8 contains 4240 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5748 members Mstep: Class 12 contains 11990 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7890 members Mstep: Class 18 contains 146057 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep ConsiderDeletion Score: -70923152.000000 Penalty: 110786.726562 Iteration 37Q: 15 clusters Score -7.092315e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 23794 members Mstep: Class 2 contains 13014 members Mstep: Class 4 contains 100999 members Mstep: Class 5 contains 46734 members Mstep: Class 7 contains 25691 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5751 members Mstep: Class 12 contains 11985 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7890 members Mstep: Class 18 contains 146066 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep ConsiderDeletion Score: -70923176.000000 Penalty: 110786.726562 Iteration 38Q: 15 clusters Score -7.092318e+07 nChanged 20 Entering ConstructFrom: Score: -70923176.000000 Penalty: 110786.726562 Entering ConstructFrom: Trying to split cluster 1 (23793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23793 members Entering Unmasked Estep Score: -4197890.500000 Penalty: 6172.252441 Iteration 0F: 2 clusters Score -4197890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -4179016.750000 Penalty: 12344.504883 Iteration 0F: 3 clusters Score -4179017 nChanged 9752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -4184294.750000 Penalty: 12344.504883 Iteration 1F: 3 clusters Score -4184295 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12800 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -4185308.750000 Penalty: 12344.504883 Iteration 2F: 3 clusters Score -4185309 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -4186714.000000 Penalty: 12344.504883 Iteration 3F: 3 clusters Score -4186714 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -4188964.500000 Penalty: 12344.504883 Iteration 4F: 3 clusters Score -4188964 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -4192229.000000 Penalty: 12344.504883 Iteration 5F: 3 clusters Score -4192229 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15637 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -4197791.000000 Penalty: 12344.504883 Iteration 6F: 3 clusters Score -4197791 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -4205151.000000 Penalty: 12344.504883 Iteration 7F: 3 clusters Score -4205151 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16680 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -4207649.000000 Penalty: 12344.504883 Iteration 8Q: 3 clusters Score -4207649 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -4208327.000000 Penalty: 12344.504883 Iteration 9Q: 3 clusters Score -4208327 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -4208580.500000 Penalty: 12344.504883 Iteration 10Q: 3 clusters Score -4208580 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17260 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -4208728.500000 Penalty: 12344.504883 Iteration 11Q: 3 clusters Score -4208728 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -4208822.000000 Penalty: 12344.504883 Iteration 12Q: 3 clusters Score -4208822 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -4208868.500000 Penalty: 12344.504883 Iteration 13Q: 3 clusters Score -4208868 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17461 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -4208902.500000 Penalty: 12344.504883 Iteration 14Q: 3 clusters Score -4208902 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -4208908.500000 Penalty: 12344.504883 Iteration 15Q: 3 clusters Score -4208908 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17514 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -4208925.500000 Penalty: 12344.504883 Iteration 16Q: 3 clusters Score -4208926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17531 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -4208933.000000 Penalty: 12344.504883 Iteration 17Q: 3 clusters Score -4208933 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -4208929.500000 Penalty: 12344.504883 Iteration 18Q: 3 clusters Score -4208930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -4208944.000000 Penalty: 12344.504883 Iteration 19Q: 3 clusters Score -4208944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -4208940.000000 Penalty: 12344.504883 Iteration 20F: 3 clusters Score -4208940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 13015 members Mstep: Class 3 contains 6243 members Mstep: Class 4 contains 101002 members Mstep: Class 5 contains 46735 members Mstep: Class 7 contains 25681 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 1354 members Mstep: Class 11 contains 5754 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146073 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep Score: -70932512.000000 Penalty: 118700.062500 Splitting cluster 1 changes total score from -70923176.000000 to -70932512.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 2 (13015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13015 members Entering Unmasked Estep Score: -2284200.000000 Penalty: 5802.737793 Iteration 0F: 2 clusters Score -2284200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -2272014.750000 Penalty: 11605.475586 Iteration 0F: 3 clusters Score -2272015 nChanged 5067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -2274907.750000 Penalty: 11605.475586 Iteration 1F: 3 clusters Score -2274908 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -2275753.750000 Penalty: 11605.475586 Iteration 2F: 3 clusters Score -2275754 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -2276507.500000 Penalty: 11605.475586 Iteration 3F: 3 clusters Score -2276508 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -2277092.000000 Penalty: 11605.475586 Iteration 4F: 3 clusters Score -2277092 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -2277537.250000 Penalty: 11605.475586 Iteration 5F: 3 clusters Score -2277537 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -2277918.750000 Penalty: 11605.475586 Iteration 6Q: 3 clusters Score -2277919 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -2278259.250000 Penalty: 11605.475586 Iteration 7Q: 3 clusters Score -2278259 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -2278567.500000 Penalty: 11605.475586 Iteration 8Q: 3 clusters Score -2278568 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -2278811.500000 Penalty: 11605.475586 Iteration 9Q: 3 clusters Score -2278812 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -2279059.000000 Penalty: 11605.475586 Iteration 10Q: 3 clusters Score -2279059 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -2279276.750000 Penalty: 11605.475586 Iteration 11Q: 3 clusters Score -2279277 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -2279473.500000 Penalty: 11605.475586 Iteration 12Q: 3 clusters Score -2279474 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -2279667.500000 Penalty: 11605.475586 Iteration 13Q: 3 clusters Score -2279668 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -2279848.000000 Penalty: 11605.475586 Iteration 14Q: 3 clusters Score -2279848 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -2279987.500000 Penalty: 11605.475586 Iteration 15Q: 3 clusters Score -2279988 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 10750 members Entering Unmasked Estep Score: -2280109.500000 Penalty: 11605.475586 Iteration 16Q: 3 clusters Score -2280110 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 10896 members Entering Unmasked Estep Score: -2280212.750000 Penalty: 11605.475586 Iteration 17Q: 3 clusters Score -2280213 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -2280296.500000 Penalty: 11605.475586 Iteration 18Q: 3 clusters Score -2280296 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -2280370.750000 Penalty: 11605.475586 Iteration 19Q: 3 clusters Score -2280371 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -2280422.500000 Penalty: 11605.475586 Iteration 20F: 3 clusters Score -2280422 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -2280469.750000 Penalty: 11605.475586 Iteration 21Q: 3 clusters Score -2280470 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -2280506.000000 Penalty: 11605.475586 Iteration 22Q: 3 clusters Score -2280506 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -2280524.500000 Penalty: 11605.475586 Iteration 23Q: 3 clusters Score -2280524 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -2280554.250000 Penalty: 11605.475586 Iteration 24Q: 3 clusters Score -2280554 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -2280593.750000 Penalty: 11605.475586 Iteration 25Q: 3 clusters Score -2280594 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -2280636.750000 Penalty: 11605.475586 Iteration 26Q: 3 clusters Score -2280637 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -2280656.250000 Penalty: 11605.475586 Iteration 27Q: 3 clusters Score -2280656 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -2280672.500000 Penalty: 11605.475586 Iteration 28Q: 3 clusters Score -2280672 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -2280683.750000 Penalty: 11605.475586 Iteration 29Q: 3 clusters Score -2280684 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -2280688.750000 Penalty: 11605.475586 Iteration 30Q: 3 clusters Score -2280689 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 11501 members Entering Unmasked Estep Score: -2280690.500000 Penalty: 11605.475586 Iteration 31Q: 3 clusters Score -2280690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -2280701.750000 Penalty: 11605.475586 Iteration 32Q: 3 clusters Score -2280702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -2280708.250000 Penalty: 11605.475586 Iteration 33Q: 3 clusters Score -2280708 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -2280720.500000 Penalty: 11605.475586 Iteration 34Q: 3 clusters Score -2280720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -2280722.250000 Penalty: 11605.475586 Iteration 35Q: 3 clusters Score -2280722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -2280731.750000 Penalty: 11605.475586 Iteration 36Q: 3 clusters Score -2280732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -2280730.500000 Penalty: 11605.475586 Iteration 37Q: 3 clusters Score -2280730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -2280728.500000 Penalty: 11605.475586 Iteration 38Q: 3 clusters Score -2280728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -2280731.500000 Penalty: 11605.475586 Iteration 39Q: 3 clusters Score -2280732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -2280734.250000 Penalty: 11605.475586 Iteration 40F: 3 clusters Score -2280734 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (101002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101002 members Entering Unmasked Estep Score: -17982018.000000 Penalty: 7057.773926 Iteration 0F: 2 clusters Score -1.798202e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50523 members Mstep: Class 2 contains 50479 members Entering Unmasked Estep Score: -17913112.000000 Penalty: 14115.547852 Iteration 0F: 3 clusters Score -1.791311e+07 nChanged 46358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51085 members Mstep: Class 2 contains 49917 members Entering Unmasked Estep Score: -17938584.000000 Penalty: 14115.547852 Iteration 1F: 3 clusters Score -1.793858e+07 nChanged 3987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51534 members Mstep: Class 2 contains 49468 members Entering Unmasked Estep Score: -17939624.000000 Penalty: 14115.547852 Iteration 2Q: 3 clusters Score -1.793962e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52245 members Mstep: Class 2 contains 48757 members Entering Unmasked Estep Score: -17940598.000000 Penalty: 14115.547852 Iteration 3Q: 3 clusters Score -1.79406e+07 nChanged 3604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53281 members Mstep: Class 2 contains 47721 members Entering Unmasked Estep Score: -17941762.000000 Penalty: 14115.547852 Iteration 4Q: 3 clusters Score -1.794176e+07 nChanged 3945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54816 members Mstep: Class 2 contains 46186 members Entering Unmasked Estep Score: -17943370.000000 Penalty: 14115.547852 Iteration 5Q: 3 clusters Score -1.794337e+07 nChanged 4699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56941 members Mstep: Class 2 contains 44061 members Entering Unmasked Estep Score: -17945708.000000 Penalty: 14115.547852 Iteration 6Q: 3 clusters Score -1.794571e+07 nChanged 5776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59929 members Mstep: Class 2 contains 41073 members Entering Unmasked Estep Score: -17949236.000000 Penalty: 14115.547852 Iteration 7F: 3 clusters Score -1.794924e+07 nChanged 6819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63688 members Mstep: Class 2 contains 37314 members Entering Unmasked Estep Score: -17953594.000000 Penalty: 14115.547852 Iteration 8F: 3 clusters Score -1.795359e+07 nChanged 6920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67740 members Mstep: Class 2 contains 33262 members Entering Unmasked Estep Score: -17958178.000000 Penalty: 14115.547852 Iteration 9F: 3 clusters Score -1.795818e+07 nChanged 6157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71559 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -17961750.000000 Penalty: 14115.547852 Iteration 10F: 3 clusters Score -1.796175e+07 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74870 members Mstep: Class 2 contains 26132 members Entering Unmasked Estep Score: -17964164.000000 Penalty: 14115.547852 Iteration 11Q: 3 clusters Score -1.796416e+07 nChanged 3708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77852 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -17965934.000000 Penalty: 14115.547852 Iteration 12Q: 3 clusters Score -1.796593e+07 nChanged 3060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80632 members Mstep: Class 2 contains 20370 members Entering Unmasked Estep Score: -17967346.000000 Penalty: 14115.547852 Iteration 13Q: 3 clusters Score -1.796735e+07 nChanged 2655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83199 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -17968494.000000 Penalty: 14115.547852 Iteration 14Q: 3 clusters Score -1.796849e+07 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85655 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -17969614.000000 Penalty: 14115.547852 Iteration 15Q: 3 clusters Score -1.796961e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87863 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -17970686.000000 Penalty: 14115.547852 Iteration 16Q: 3 clusters Score -1.797069e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89843 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -17971758.000000 Penalty: 14115.547852 Iteration 17Q: 3 clusters Score -1.797176e+07 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91543 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -17972644.000000 Penalty: 14115.547852 Iteration 18Q: 3 clusters Score -1.797264e+07 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92949 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -17973406.000000 Penalty: 14115.547852 Iteration 19Q: 3 clusters Score -1.797341e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94111 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -17974038.000000 Penalty: 14115.547852 Iteration 20F: 3 clusters Score -1.797404e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95040 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -17974558.000000 Penalty: 14115.547852 Iteration 21Q: 3 clusters Score -1.797456e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95771 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -17974932.000000 Penalty: 14115.547852 Iteration 22Q: 3 clusters Score -1.797493e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96323 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -17975186.000000 Penalty: 14115.547852 Iteration 23Q: 3 clusters Score -1.797519e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96736 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -17975444.000000 Penalty: 14115.547852 Iteration 24Q: 3 clusters Score -1.797544e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97042 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -17975528.000000 Penalty: 14115.547852 Iteration 25Q: 3 clusters Score -1.797553e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97276 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -17975654.000000 Penalty: 14115.547852 Iteration 26Q: 3 clusters Score -1.797565e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97476 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -17975750.000000 Penalty: 14115.547852 Iteration 27Q: 3 clusters Score -1.797575e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97619 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -17975854.000000 Penalty: 14115.547852 Iteration 28Q: 3 clusters Score -1.797585e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97751 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -17975918.000000 Penalty: 14115.547852 Iteration 29Q: 3 clusters Score -1.797592e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97846 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -17975968.000000 Penalty: 14115.547852 Iteration 30Q: 3 clusters Score -1.797597e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97930 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -17976004.000000 Penalty: 14115.547852 Iteration 31Q: 3 clusters Score -1.7976e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97999 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -17976034.000000 Penalty: 14115.547852 Iteration 32Q: 3 clusters Score -1.797603e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98065 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -17976076.000000 Penalty: 14115.547852 Iteration 33Q: 3 clusters Score -1.797608e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98123 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -17976122.000000 Penalty: 14115.547852 Iteration 34Q: 3 clusters Score -1.797612e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98182 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -17976118.000000 Penalty: 14115.547852 Iteration 35Q: 3 clusters Score -1.797612e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98216 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -17976148.000000 Penalty: 14115.547852 Iteration 36Q: 3 clusters Score -1.797615e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98258 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -17976196.000000 Penalty: 14115.547852 Iteration 37Q: 3 clusters Score -1.79762e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98287 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -17976216.000000 Penalty: 14115.547852 Iteration 38Q: 3 clusters Score -1.797622e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98310 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -17976224.000000 Penalty: 14115.547852 Iteration 39Q: 3 clusters Score -1.797622e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98334 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -17976210.000000 Penalty: 14115.547852 Iteration 40F: 3 clusters Score -1.797621e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98364 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -17976196.000000 Penalty: 14115.547852 Iteration 41Q: 3 clusters Score -1.79762e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98390 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -17976214.000000 Penalty: 14115.547852 Iteration 42Q: 3 clusters Score -1.797621e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98411 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -17976194.000000 Penalty: 14115.547852 Iteration 43Q: 3 clusters Score -1.797619e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98427 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -17976200.000000 Penalty: 14115.547852 Iteration 44Q: 3 clusters Score -1.79762e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98440 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -17976204.000000 Penalty: 14115.547852 Iteration 45Q: 3 clusters Score -1.79762e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98454 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -17976220.000000 Penalty: 14115.547852 Iteration 46Q: 3 clusters Score -1.797622e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98464 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -17976214.000000 Penalty: 14115.547852 Iteration 47Q: 3 clusters Score -1.797621e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98478 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -17976234.000000 Penalty: 14115.547852 Iteration 48Q: 3 clusters Score -1.797623e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98493 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -17976216.000000 Penalty: 14115.547852 Iteration 49Q: 3 clusters Score -1.797622e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98505 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -17976216.000000 Penalty: 14115.547852 Iteration 50Q: 3 clusters Score -1.797622e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98519 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -17976242.000000 Penalty: 14115.547852 Iteration 51Q: 3 clusters Score -1.797624e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98530 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -17976248.000000 Penalty: 14115.547852 Iteration 52Q: 3 clusters Score -1.797625e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98535 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -17976248.000000 Penalty: 14115.547852 Iteration 53Q: 3 clusters Score -1.797625e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98538 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -17976272.000000 Penalty: 14115.547852 Iteration 54Q: 3 clusters Score -1.797627e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98544 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -17976266.000000 Penalty: 14115.547852 Iteration 55Q: 3 clusters Score -1.797627e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98550 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -17976266.000000 Penalty: 14115.547852 Iteration 56Q: 3 clusters Score -1.797627e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98560 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -17976256.000000 Penalty: 14115.547852 Iteration 57Q: 3 clusters Score -1.797626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98563 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -17976264.000000 Penalty: 14115.547852 Iteration 58Q: 3 clusters Score -1.797626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98566 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -17976274.000000 Penalty: 14115.547852 Iteration 59Q: 3 clusters Score -1.797627e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98571 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -17976270.000000 Penalty: 14115.547852 Iteration 60F: 3 clusters Score -1.797627e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98573 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -17976268.000000 Penalty: 14115.547852 Iteration 61Q: 3 clusters Score -1.797627e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98579 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -17976276.000000 Penalty: 14115.547852 Iteration 62Q: 3 clusters Score -1.797628e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98582 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -17976292.000000 Penalty: 14115.547852 Iteration 63Q: 3 clusters Score -1.797629e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98586 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -17976274.000000 Penalty: 14115.547852 Iteration 64Q: 3 clusters Score -1.797627e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98590 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -17976280.000000 Penalty: 14115.547852 Iteration 65Q: 3 clusters Score -1.797628e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98592 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -17976282.000000 Penalty: 14115.547852 Iteration 66Q: 3 clusters Score -1.797628e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98593 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -17976300.000000 Penalty: 14115.547852 Iteration 67Q: 3 clusters Score -1.79763e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98597 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -17976272.000000 Penalty: 14115.547852 Iteration 68Q: 3 clusters Score -1.797627e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98602 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -17976282.000000 Penalty: 14115.547852 Iteration 69Q: 3 clusters Score -1.797628e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98606 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -17976276.000000 Penalty: 14115.547852 Iteration 70Q: 3 clusters Score -1.797628e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98607 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -17976280.000000 Penalty: 14115.547852 Iteration 71Q: 3 clusters Score -1.797628e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98608 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -17976268.000000 Penalty: 14115.547852 Iteration 72Q: 3 clusters Score -1.797627e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98612 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -17976270.000000 Penalty: 14115.547852 Iteration 73Q: 3 clusters Score -1.797627e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98619 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -17976276.000000 Penalty: 14115.547852 Iteration 74Q: 3 clusters Score -1.797628e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98626 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -17976290.000000 Penalty: 14115.547852 Iteration 75Q: 3 clusters Score -1.797629e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98630 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -17976286.000000 Penalty: 14115.547852 Iteration 76Q: 3 clusters Score -1.797629e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98632 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -17976282.000000 Penalty: 14115.547852 Iteration 77Q: 3 clusters Score -1.797628e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98635 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -17976290.000000 Penalty: 14115.547852 Iteration 78Q: 3 clusters Score -1.797629e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98637 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -17976292.000000 Penalty: 14115.547852 Iteration 79Q: 3 clusters Score -1.797629e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98637 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -17976292.000000 Penalty: 14115.547852 Iteration 80F: 3 clusters Score -1.797629e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46735 members Entering Unmasked Estep Score: -8291754.500000 Penalty: 6585.752441 Iteration 0F: 2 clusters Score -8291754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23392 members Mstep: Class 2 contains 23343 members Entering Unmasked Estep Score: -8258327.500000 Penalty: 13171.504883 Iteration 0F: 3 clusters Score -8258328 nChanged 20350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23436 members Mstep: Class 2 contains 23299 members Entering Unmasked Estep Score: -8268945.000000 Penalty: 13171.504883 Iteration 1F: 3 clusters Score -8268945 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23389 members Mstep: Class 2 contains 23346 members Entering Unmasked Estep Score: -8269918.000000 Penalty: 13171.504883 Iteration 2F: 3 clusters Score -8269918 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23286 members Mstep: Class 2 contains 23449 members Entering Unmasked Estep Score: -8270689.500000 Penalty: 13171.504883 Iteration 3Q: 3 clusters Score -8270690 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 23702 members Entering Unmasked Estep Score: -8271554.000000 Penalty: 13171.504883 Iteration 4Q: 3 clusters Score -8271554 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22619 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -8272593.500000 Penalty: 13171.504883 Iteration 5Q: 3 clusters Score -8272594 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 24765 members Entering Unmasked Estep Score: -8274079.000000 Penalty: 13171.504883 Iteration 6Q: 3 clusters Score -8274079 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21034 members Mstep: Class 2 contains 25701 members Entering Unmasked Estep Score: -8276054.000000 Penalty: 13171.504883 Iteration 7F: 3 clusters Score -8276054 nChanged 3035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 26866 members Entering Unmasked Estep Score: -8278117.000000 Penalty: 13171.504883 Iteration 8F: 3 clusters Score -8278117 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18622 members Mstep: Class 2 contains 28113 members Entering Unmasked Estep Score: -8280145.500000 Penalty: 13171.504883 Iteration 9F: 3 clusters Score -8280146 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17492 members Mstep: Class 2 contains 29243 members Entering Unmasked Estep Score: -8281697.500000 Penalty: 13171.504883 Iteration 10F: 3 clusters Score -8281698 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 30187 members Entering Unmasked Estep Score: -8282760.500000 Penalty: 13171.504883 Iteration 11Q: 3 clusters Score -8282760 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15785 members Mstep: Class 2 contains 30950 members Entering Unmasked Estep Score: -8283376.500000 Penalty: 13171.504883 Iteration 12Q: 3 clusters Score -8283376 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15197 members Mstep: Class 2 contains 31538 members Entering Unmasked Estep Score: -8283741.500000 Penalty: 13171.504883 Iteration 13Q: 3 clusters Score -8283742 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14691 members Mstep: Class 2 contains 32044 members Entering Unmasked Estep Score: -8283941.000000 Penalty: 13171.504883 Iteration 14Q: 3 clusters Score -8283941 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14231 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -8284054.500000 Penalty: 13171.504883 Iteration 15Q: 3 clusters Score -8284054 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 32908 members Entering Unmasked Estep Score: -8284180.500000 Penalty: 13171.504883 Iteration 16Q: 3 clusters Score -8284180 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 33285 members Entering Unmasked Estep Score: -8284277.500000 Penalty: 13171.504883 Iteration 17Q: 3 clusters Score -8284278 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 33647 members Entering Unmasked Estep Score: -8284350.500000 Penalty: 13171.504883 Iteration 18Q: 3 clusters Score -8284350 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 34025 members Entering Unmasked Estep Score: -8284417.500000 Penalty: 13171.504883 Iteration 19Q: 3 clusters Score -8284418 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 34355 members Entering Unmasked Estep Score: -8284462.500000 Penalty: 13171.504883 Iteration 20F: 3 clusters Score -8284462 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 34675 members Entering Unmasked Estep Score: -8284569.000000 Penalty: 13171.504883 Iteration 21Q: 3 clusters Score -8284569 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 34991 members Entering Unmasked Estep Score: -8284626.500000 Penalty: 13171.504883 Iteration 22Q: 3 clusters Score -8284626 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 35275 members Entering Unmasked Estep Score: -8284702.500000 Penalty: 13171.504883 Iteration 23Q: 3 clusters Score -8284702 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 35572 members Entering Unmasked Estep Score: -8284776.500000 Penalty: 13171.504883 Iteration 24Q: 3 clusters Score -8284776 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 35891 members Entering Unmasked Estep Score: -8284823.000000 Penalty: 13171.504883 Iteration 25Q: 3 clusters Score -8284823 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10531 members Mstep: Class 2 contains 36204 members Entering Unmasked Estep Score: -8284886.000000 Penalty: 13171.504883 Iteration 26Q: 3 clusters Score -8284886 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 36544 members Entering Unmasked Estep Score: -8284993.000000 Penalty: 13171.504883 Iteration 27Q: 3 clusters Score -8284993 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 36903 members Entering Unmasked Estep Score: -8285044.000000 Penalty: 13171.504883 Iteration 28Q: 3 clusters Score -8285044 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Mstep: Class 2 contains 37262 members Entering Unmasked Estep Score: -8285155.500000 Penalty: 13171.504883 Iteration 29Q: 3 clusters Score -8285156 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 37674 members Entering Unmasked Estep Score: -8285278.500000 Penalty: 13171.504883 Iteration 30Q: 3 clusters Score -8285278 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 38109 members Entering Unmasked Estep Score: -8285445.500000 Penalty: 13171.504883 Iteration 31Q: 3 clusters Score -8285446 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 38587 members Entering Unmasked Estep Score: -8285549.500000 Penalty: 13171.504883 Iteration 32Q: 3 clusters Score -8285550 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 39079 members Entering Unmasked Estep Score: -8285715.000000 Penalty: 13171.504883 Iteration 33Q: 3 clusters Score -8285715 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 39569 members Entering Unmasked Estep Score: -8285904.500000 Penalty: 13171.504883 Iteration 34Q: 3 clusters Score -8285904 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 40042 members Entering Unmasked Estep Score: -8286065.500000 Penalty: 13171.504883 Iteration 35Q: 3 clusters Score -8286066 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 40510 members Entering Unmasked Estep Score: -8286259.000000 Penalty: 13171.504883 Iteration 36Q: 3 clusters Score -8286259 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 40962 members Entering Unmasked Estep Score: -8286453.500000 Penalty: 13171.504883 Iteration 37Q: 3 clusters Score -8286454 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 41407 members Entering Unmasked Estep Score: -8286621.000000 Penalty: 13171.504883 Iteration 38Q: 3 clusters Score -8286621 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 41843 members Entering Unmasked Estep Score: -8286810.500000 Penalty: 13171.504883 Iteration 39Q: 3 clusters Score -8286810 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 42209 members Entering Unmasked Estep Score: -8286922.000000 Penalty: 13171.504883 Iteration 40F: 3 clusters Score -8286922 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 42548 members Entering Unmasked Estep Score: -8287116.500000 Penalty: 13171.504883 Iteration 41Q: 3 clusters Score -8287116 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 42837 members Entering Unmasked Estep Score: -8287244.000000 Penalty: 13171.504883 Iteration 42Q: 3 clusters Score -8287244 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 43084 members Entering Unmasked Estep Score: -8287323.500000 Penalty: 13171.504883 Iteration 43Q: 3 clusters Score -8287324 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 43294 members Entering Unmasked Estep Score: -8287432.000000 Penalty: 13171.504883 Iteration 44Q: 3 clusters Score -8287432 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 43459 members Entering Unmasked Estep Score: -8287521.000000 Penalty: 13171.504883 Iteration 45Q: 3 clusters Score -8287521 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 43609 members Entering Unmasked Estep Score: -8287586.000000 Penalty: 13171.504883 Iteration 46Q: 3 clusters Score -8287586 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 43727 members Entering Unmasked Estep Score: -8287666.500000 Penalty: 13171.504883 Iteration 47Q: 3 clusters Score -8287666 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 43840 members Entering Unmasked Estep Score: -8287721.000000 Penalty: 13171.504883 Iteration 48Q: 3 clusters Score -8287721 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 43927 members Entering Unmasked Estep Score: -8287748.000000 Penalty: 13171.504883 Iteration 49Q: 3 clusters Score -8287748 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 43999 members Entering Unmasked Estep Score: -8287785.500000 Penalty: 13171.504883 Iteration 50Q: 3 clusters Score -8287786 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 44067 members Entering Unmasked Estep Score: -8287814.000000 Penalty: 13171.504883 Iteration 51Q: 3 clusters Score -8287814 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 44130 members Entering Unmasked Estep Score: -8287829.500000 Penalty: 13171.504883 Iteration 52Q: 3 clusters Score -8287830 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 44172 members Entering Unmasked Estep Score: -8287825.500000 Penalty: 13171.504883 Iteration 53Q: 3 clusters Score -8287826 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 44209 members Entering Unmasked Estep Score: -8287858.000000 Penalty: 13171.504883 Iteration 54Q: 3 clusters Score -8287858 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 44245 members Entering Unmasked Estep Score: -8287891.000000 Penalty: 13171.504883 Iteration 55Q: 3 clusters Score -8287891 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 44273 members Entering Unmasked Estep Score: -8287908.500000 Penalty: 13171.504883 Iteration 56Q: 3 clusters Score -8287908 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 44297 members Entering Unmasked Estep Score: -8287929.500000 Penalty: 13171.504883 Iteration 57Q: 3 clusters Score -8287930 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 44325 members Entering Unmasked Estep Score: -8287928.000000 Penalty: 13171.504883 Iteration 58Q: 3 clusters Score -8287928 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 44350 members Entering Unmasked Estep Score: -8287948.500000 Penalty: 13171.504883 Iteration 59Q: 3 clusters Score -8287948 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 44374 members Entering Unmasked Estep Score: -8287956.500000 Penalty: 13171.504883 Iteration 60F: 3 clusters Score -8287956 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 44395 members Entering Unmasked Estep Score: -8287963.000000 Penalty: 13171.504883 Iteration 61Q: 3 clusters Score -8287963 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 44413 members Entering Unmasked Estep Score: -8287977.000000 Penalty: 13171.504883 Iteration 62Q: 3 clusters Score -8287977 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 44425 members Entering Unmasked Estep Score: -8287978.000000 Penalty: 13171.504883 Iteration 63Q: 3 clusters Score -8287978 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 44434 members Entering Unmasked Estep Score: -8287984.000000 Penalty: 13171.504883 Iteration 64Q: 3 clusters Score -8287984 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 44442 members Entering Unmasked Estep Score: -8287970.500000 Penalty: 13171.504883 Iteration 65Q: 3 clusters Score -8287970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 44453 members Entering Unmasked Estep Score: -8287993.500000 Penalty: 13171.504883 Iteration 66Q: 3 clusters Score -8287994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 44462 members Entering Unmasked Estep Score: -8287989.500000 Penalty: 13171.504883 Iteration 67Q: 3 clusters Score -8287990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 44470 members Entering Unmasked Estep Score: -8287996.500000 Penalty: 13171.504883 Iteration 68Q: 3 clusters Score -8287996 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 44485 members Entering Unmasked Estep Score: -8287991.500000 Penalty: 13171.504883 Iteration 69Q: 3 clusters Score -8287992 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 44491 members Entering Unmasked Estep Score: -8287992.000000 Penalty: 13171.504883 Iteration 70Q: 3 clusters Score -8287992 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 44502 members Entering Unmasked Estep Score: -8288007.000000 Penalty: 13171.504883 Iteration 71Q: 3 clusters Score -8288007 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 44510 members Entering Unmasked Estep Score: -8288013.000000 Penalty: 13171.504883 Iteration 72Q: 3 clusters Score -8288013 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 44520 members Entering Unmasked Estep Score: -8288025.500000 Penalty: 13171.504883 Iteration 73Q: 3 clusters Score -8288026 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 44531 members Entering Unmasked Estep Score: -8288019.000000 Penalty: 13171.504883 Iteration 74Q: 3 clusters Score -8288019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 44540 members Entering Unmasked Estep Score: -8288028.500000 Penalty: 13171.504883 Iteration 75Q: 3 clusters Score -8288028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 44549 members Entering Unmasked Estep Score: -8288031.000000 Penalty: 13171.504883 Iteration 76Q: 3 clusters Score -8288031 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 44556 members Entering Unmasked Estep Score: -8288042.500000 Penalty: 13171.504883 Iteration 77Q: 3 clusters Score -8288042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 44564 members Entering Unmasked Estep Score: -8288039.000000 Penalty: 13171.504883 Iteration 78Q: 3 clusters Score -8288039 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 44570 members Entering Unmasked Estep Score: -8288046.000000 Penalty: 13171.504883 Iteration 79Q: 3 clusters Score -8288046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 44575 members Entering Unmasked Estep Score: -8288047.000000 Penalty: 13171.504883 Iteration 80F: 3 clusters Score -8288047 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 44579 members Entering Unmasked Estep Score: -8288045.000000 Penalty: 13171.504883 Iteration 81Q: 3 clusters Score -8288045 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 44581 members Entering Unmasked Estep Score: -8288041.500000 Penalty: 13171.504883 Iteration 82Q: 3 clusters Score -8288042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 44581 members Entering Unmasked Estep Score: -8288041.500000 Penalty: 13171.504883 Iteration 83F: 3 clusters Score -8288042 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25681 members Entering Unmasked Estep Score: -4467777.000000 Penalty: 6219.022461 Iteration 0F: 2 clusters Score -4467777 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -4447649.000000 Penalty: 12438.044922 Iteration 0F: 3 clusters Score -4447649 nChanged 10727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13066 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -4453243.000000 Penalty: 12438.044922 Iteration 1F: 3 clusters Score -4453243 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -4453998.500000 Penalty: 12438.044922 Iteration 2F: 3 clusters Score -4453998 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -4454524.500000 Penalty: 12438.044922 Iteration 3F: 3 clusters Score -4454524 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13511 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -4454915.500000 Penalty: 12438.044922 Iteration 4Q: 3 clusters Score -4454916 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -4455198.000000 Penalty: 12438.044922 Iteration 5Q: 3 clusters Score -4455198 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -4455435.000000 Penalty: 12438.044922 Iteration 6Q: 3 clusters Score -4455435 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -4455670.500000 Penalty: 12438.044922 Iteration 7Q: 3 clusters Score -4455670 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14699 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -4455886.000000 Penalty: 12438.044922 Iteration 8Q: 3 clusters Score -4455886 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -4456123.000000 Penalty: 12438.044922 Iteration 9Q: 3 clusters Score -4456123 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -4456388.000000 Penalty: 12438.044922 Iteration 10Q: 3 clusters Score -4456388 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16177 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -4456664.000000 Penalty: 12438.044922 Iteration 11Q: 3 clusters Score -4456664 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16772 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -4456993.000000 Penalty: 12438.044922 Iteration 12Q: 3 clusters Score -4456993 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -4457319.500000 Penalty: 12438.044922 Iteration 13Q: 3 clusters Score -4457320 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18123 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -4457730.500000 Penalty: 12438.044922 Iteration 14Q: 3 clusters Score -4457730 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18820 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -4458135.000000 Penalty: 12438.044922 Iteration 15Q: 3 clusters Score -4458135 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19552 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -4458584.500000 Penalty: 12438.044922 Iteration 16Q: 3 clusters Score -4458584 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20267 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -4459038.000000 Penalty: 12438.044922 Iteration 17Q: 3 clusters Score -4459038 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20934 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -4459507.000000 Penalty: 12438.044922 Iteration 18Q: 3 clusters Score -4459507 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21555 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -4459900.500000 Penalty: 12438.044922 Iteration 19Q: 3 clusters Score -4459900 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22106 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -4460300.500000 Penalty: 12438.044922 Iteration 20F: 3 clusters Score -4460300 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22606 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -4460706.000000 Penalty: 12438.044922 Iteration 21Q: 3 clusters Score -4460706 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23038 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -4461074.500000 Penalty: 12438.044922 Iteration 22Q: 3 clusters Score -4461074 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -4461383.500000 Penalty: 12438.044922 Iteration 23Q: 3 clusters Score -4461384 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23592 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -4461672.500000 Penalty: 12438.044922 Iteration 24Q: 3 clusters Score -4461672 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23769 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -4461852.500000 Penalty: 12438.044922 Iteration 25Q: 3 clusters Score -4461852 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23900 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -4462004.500000 Penalty: 12438.044922 Iteration 26Q: 3 clusters Score -4462004 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24004 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -4462153.000000 Penalty: 12438.044922 Iteration 27Q: 3 clusters Score -4462153 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24081 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -4462275.000000 Penalty: 12438.044922 Iteration 28Q: 3 clusters Score -4462275 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24139 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -4462377.500000 Penalty: 12438.044922 Iteration 29Q: 3 clusters Score -4462378 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24182 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -4462421.500000 Penalty: 12438.044922 Iteration 30Q: 3 clusters Score -4462422 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24205 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -4462457.500000 Penalty: 12438.044922 Iteration 31Q: 3 clusters Score -4462458 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24233 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -4462488.000000 Penalty: 12438.044922 Iteration 32Q: 3 clusters Score -4462488 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -4462501.000000 Penalty: 12438.044922 Iteration 33Q: 3 clusters Score -4462501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -4462500.000000 Penalty: 12438.044922 Iteration 34Q: 3 clusters Score -4462500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24264 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -4462511.500000 Penalty: 12438.044922 Iteration 35Q: 3 clusters Score -4462512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24265 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -4462512.500000 Penalty: 12438.044922 Iteration 36Q: 3 clusters Score -4462512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -4462523.500000 Penalty: 12438.044922 Iteration 37Q: 3 clusters Score -4462524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24267 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -4462520.500000 Penalty: 12438.044922 Iteration 38Q: 3 clusters Score -4462520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -4462520.000000 Penalty: 12438.044922 Iteration 39Q: 3 clusters Score -4462520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -4462520.000000 Penalty: 12438.044922 Iteration 40F: 3 clusters Score -4462520 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Entering Unmasked Estep Score: -706542.625000 Penalty: 5115.650391 Iteration 0F: 2 clusters Score -706542.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -699970.375000 Penalty: 10231.300781 Iteration 0F: 3 clusters Score -699970.4 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -701195.125000 Penalty: 10231.300781 Iteration 1F: 3 clusters Score -701195.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -701769.937500 Penalty: 10231.300781 Iteration 2F: 3 clusters Score -701769.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -702068.250000 Penalty: 10231.300781 Iteration 3F: 3 clusters Score -702068.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -702210.937500 Penalty: 10231.300781 Iteration 4Q: 3 clusters Score -702210.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -702295.937500 Penalty: 10231.300781 Iteration 5Q: 3 clusters Score -702295.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -702359.562500 Penalty: 10231.300781 Iteration 6Q: 3 clusters Score -702359.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -702421.125000 Penalty: 10231.300781 Iteration 7Q: 3 clusters Score -702421.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -702469.875000 Penalty: 10231.300781 Iteration 8Q: 3 clusters Score -702469.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -702532.625000 Penalty: 10231.300781 Iteration 9Q: 3 clusters Score -702532.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -702600.500000 Penalty: 10231.300781 Iteration 10Q: 3 clusters Score -702600.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -702651.125000 Penalty: 10231.300781 Iteration 11Q: 3 clusters Score -702651.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -702694.125000 Penalty: 10231.300781 Iteration 12Q: 3 clusters Score -702694.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -702734.062500 Penalty: 10231.300781 Iteration 13Q: 3 clusters Score -702734.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -702774.000000 Penalty: 10231.300781 Iteration 14Q: 3 clusters Score -702774 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -702813.750000 Penalty: 10231.300781 Iteration 15Q: 3 clusters Score -702813.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -702857.312500 Penalty: 10231.300781 Iteration 16Q: 3 clusters Score -702857.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -702912.250000 Penalty: 10231.300781 Iteration 17Q: 3 clusters Score -702912.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -702979.375000 Penalty: 10231.300781 Iteration 18Q: 3 clusters Score -702979.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -703066.625000 Penalty: 10231.300781 Iteration 19Q: 3 clusters Score -703066.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -703158.250000 Penalty: 10231.300781 Iteration 20F: 3 clusters Score -703158.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -703272.062500 Penalty: 10231.300781 Iteration 21Q: 3 clusters Score -703272.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -703379.062500 Penalty: 10231.300781 Iteration 22Q: 3 clusters Score -703379.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -703511.125000 Penalty: 10231.300781 Iteration 23Q: 3 clusters Score -703511.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -703639.625000 Penalty: 10231.300781 Iteration 24Q: 3 clusters Score -703639.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -703775.250000 Penalty: 10231.300781 Iteration 25Q: 3 clusters Score -703775.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -703936.687500 Penalty: 10231.300781 Iteration 26Q: 3 clusters Score -703936.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -704090.750000 Penalty: 10231.300781 Iteration 27Q: 3 clusters Score -704090.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -704259.312500 Penalty: 10231.300781 Iteration 28Q: 3 clusters Score -704259.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -704444.187500 Penalty: 10231.300781 Iteration 29Q: 3 clusters Score -704444.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -704658.187500 Penalty: 10231.300781 Iteration 30Q: 3 clusters Score -704658.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -704877.187500 Penalty: 10231.300781 Iteration 31Q: 3 clusters Score -704877.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -705054.750000 Penalty: 10231.300781 Iteration 32Q: 3 clusters Score -705054.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -705223.625000 Penalty: 10231.300781 Iteration 33Q: 3 clusters Score -705223.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -705330.812500 Penalty: 10231.300781 Iteration 34Q: 3 clusters Score -705330.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -705393.562500 Penalty: 10231.300781 Iteration 35Q: 3 clusters Score -705393.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -705421.812500 Penalty: 10231.300781 Iteration 36Q: 3 clusters Score -705421.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -705434.687500 Penalty: 10231.300781 Iteration 37Q: 3 clusters Score -705434.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -705444.500000 Penalty: 10231.300781 Iteration 38Q: 3 clusters Score -705444.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -705447.812500 Penalty: 10231.300781 Iteration 39Q: 3 clusters Score -705447.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -705450.187500 Penalty: 10231.300781 Iteration 40F: 3 clusters Score -705450.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -705453.875000 Penalty: 10231.300781 Iteration 41Q: 3 clusters Score -705453.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -705455.500000 Penalty: 10231.300781 Iteration 42Q: 3 clusters Score -705455.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -705455.500000 Penalty: 10231.300781 Iteration 43F: 3 clusters Score -705455.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -212084.968750 Penalty: 4416.625977 Iteration 0F: 2 clusters Score -212085 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -207785.109375 Penalty: 8833.251953 Iteration 0F: 3 clusters Score -207785.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -208444.531250 Penalty: 8833.251953 Iteration 1F: 3 clusters Score -208444.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -208952.390625 Penalty: 8833.251953 Iteration 2F: 3 clusters Score -208952.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -209555.953125 Penalty: 8833.251953 Iteration 3F: 3 clusters Score -209556 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -209860.109375 Penalty: 8833.251953 Iteration 4Q: 3 clusters Score -209860.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -210171.484375 Penalty: 8833.251953 Iteration 5Q: 3 clusters Score -210171.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -210616.640625 Penalty: 8833.251953 Iteration 6Q: 3 clusters Score -210616.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -211237.578125 Penalty: 8833.251953 Iteration 7Q: 3 clusters Score -211237.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -211464.578125 Penalty: 8833.251953 Iteration 8Q: 3 clusters Score -211464.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -211648.406250 Penalty: 8833.251953 Iteration 9Q: 3 clusters Score -211648.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -211767.671875 Penalty: 8833.251953 Iteration 10Q: 3 clusters Score -211767.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -211840.906250 Penalty: 8833.251953 Iteration 11Q: 3 clusters Score -211840.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -211895.000000 Penalty: 8833.251953 Iteration 12Q: 3 clusters Score -211895 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -211939.859375 Penalty: 8833.251953 Iteration 13Q: 3 clusters Score -211939.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -211982.562500 Penalty: 8833.251953 Iteration 14Q: 3 clusters Score -211982.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -212024.093750 Penalty: 8833.251953 Iteration 15Q: 3 clusters Score -212024.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -212051.218750 Penalty: 8833.251953 Iteration 16Q: 3 clusters Score -212051.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -212083.109375 Penalty: 8833.251953 Iteration 17Q: 3 clusters Score -212083.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -212100.562500 Penalty: 8833.251953 Iteration 18Q: 3 clusters Score -212100.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -212107.031250 Penalty: 8833.251953 Iteration 19Q: 3 clusters Score -212107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -212115.703125 Penalty: 8833.251953 Iteration 20F: 3 clusters Score -212115.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -212126.859375 Penalty: 8833.251953 Iteration 21Q: 3 clusters Score -212126.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -212141.828125 Penalty: 8833.251953 Iteration 22Q: 3 clusters Score -212141.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -212158.625000 Penalty: 8833.251953 Iteration 23Q: 3 clusters Score -212158.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -212197.218750 Penalty: 8833.251953 Iteration 24Q: 3 clusters Score -212197.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -212246.843750 Penalty: 8833.251953 Iteration 25Q: 3 clusters Score -212246.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -212282.234375 Penalty: 8833.251953 Iteration 26Q: 3 clusters Score -212282.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -212288.328125 Penalty: 8833.251953 Iteration 27Q: 3 clusters Score -212288.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -212290.515625 Penalty: 8833.251953 Iteration 28Q: 3 clusters Score -212290.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -212290.515625 Penalty: 8833.251953 Iteration 29F: 3 clusters Score -212290.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 13015 members Mstep: Class 3 contains 6243 members Mstep: Class 4 contains 101002 members Mstep: Class 5 contains 46735 members Mstep: Class 6 contains 456 members Mstep: Class 7 contains 25681 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 898 members Mstep: Class 11 contains 5754 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 3997 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146073 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep Score: -70929104.000000 Penalty: 126613.406250 Splitting cluster 9 changes total score from -70923176.000000 to -70929104.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 11 (5754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Entering Unmasked Estep Score: -967975.312500 Penalty: 5302.811035 Iteration 0F: 2 clusters Score -967975.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -960583.375000 Penalty: 10605.622070 Iteration 0F: 3 clusters Score -960583.4 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -962064.062500 Penalty: 10605.622070 Iteration 1F: 3 clusters Score -962064.1 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -962665.125000 Penalty: 10605.622070 Iteration 2F: 3 clusters Score -962665.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -963021.750000 Penalty: 10605.622070 Iteration 3F: 3 clusters Score -963021.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -963273.562500 Penalty: 10605.622070 Iteration 4Q: 3 clusters Score -963273.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -963444.187500 Penalty: 10605.622070 Iteration 5Q: 3 clusters Score -963444.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -963591.500000 Penalty: 10605.622070 Iteration 6Q: 3 clusters Score -963591.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -963709.312500 Penalty: 10605.622070 Iteration 7Q: 3 clusters Score -963709.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -963808.500000 Penalty: 10605.622070 Iteration 8Q: 3 clusters Score -963808.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -963892.250000 Penalty: 10605.622070 Iteration 9Q: 3 clusters Score -963892.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -963982.687500 Penalty: 10605.622070 Iteration 10Q: 3 clusters Score -963982.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -964069.000000 Penalty: 10605.622070 Iteration 11Q: 3 clusters Score -964069 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -964163.062500 Penalty: 10605.622070 Iteration 12Q: 3 clusters Score -964163.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -964263.250000 Penalty: 10605.622070 Iteration 13Q: 3 clusters Score -964263.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -964346.937500 Penalty: 10605.622070 Iteration 14Q: 3 clusters Score -964346.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -964424.937500 Penalty: 10605.622070 Iteration 15Q: 3 clusters Score -964424.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -964498.125000 Penalty: 10605.622070 Iteration 16Q: 3 clusters Score -964498.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -964558.125000 Penalty: 10605.622070 Iteration 17Q: 3 clusters Score -964558.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -964622.375000 Penalty: 10605.622070 Iteration 18Q: 3 clusters Score -964622.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -964672.750000 Penalty: 10605.622070 Iteration 19Q: 3 clusters Score -964672.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -964705.125000 Penalty: 10605.622070 Iteration 20F: 3 clusters Score -964705.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -964736.875000 Penalty: 10605.622070 Iteration 21Q: 3 clusters Score -964736.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -964764.437500 Penalty: 10605.622070 Iteration 22Q: 3 clusters Score -964764.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -964793.062500 Penalty: 10605.622070 Iteration 23Q: 3 clusters Score -964793.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -964816.812500 Penalty: 10605.622070 Iteration 24Q: 3 clusters Score -964816.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -964835.812500 Penalty: 10605.622070 Iteration 25Q: 3 clusters Score -964835.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -964856.750000 Penalty: 10605.622070 Iteration 26Q: 3 clusters Score -964856.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -964875.937500 Penalty: 10605.622070 Iteration 27Q: 3 clusters Score -964875.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -964890.687500 Penalty: 10605.622070 Iteration 28Q: 3 clusters Score -964890.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -964906.937500 Penalty: 10605.622070 Iteration 29Q: 3 clusters Score -964906.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -964918.250000 Penalty: 10605.622070 Iteration 30Q: 3 clusters Score -964918.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -964932.187500 Penalty: 10605.622070 Iteration 31Q: 3 clusters Score -964932.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -964947.500000 Penalty: 10605.622070 Iteration 32Q: 3 clusters Score -964947.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -964960.375000 Penalty: 10605.622070 Iteration 33Q: 3 clusters Score -964960.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -964964.000000 Penalty: 10605.622070 Iteration 34Q: 3 clusters Score -964964 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -964967.125000 Penalty: 10605.622070 Iteration 35Q: 3 clusters Score -964967.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -964973.812500 Penalty: 10605.622070 Iteration 36Q: 3 clusters Score -964973.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -964982.125000 Penalty: 10605.622070 Iteration 37Q: 3 clusters Score -964982.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -964990.687500 Penalty: 10605.622070 Iteration 38Q: 3 clusters Score -964990.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -965003.125000 Penalty: 10605.622070 Iteration 39Q: 3 clusters Score -965003.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -965011.500000 Penalty: 10605.622070 Iteration 40F: 3 clusters Score -965011.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -965018.687500 Penalty: 10605.622070 Iteration 41Q: 3 clusters Score -965018.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -965026.937500 Penalty: 10605.622070 Iteration 42Q: 3 clusters Score -965026.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -965034.187500 Penalty: 10605.622070 Iteration 43Q: 3 clusters Score -965034.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -965046.625000 Penalty: 10605.622070 Iteration 44Q: 3 clusters Score -965046.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -965069.000000 Penalty: 10605.622070 Iteration 45Q: 3 clusters Score -965069 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -965087.062500 Penalty: 10605.622070 Iteration 46Q: 3 clusters Score -965087.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -965101.187500 Penalty: 10605.622070 Iteration 47Q: 3 clusters Score -965101.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -965128.437500 Penalty: 10605.622070 Iteration 48Q: 3 clusters Score -965128.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -965164.125000 Penalty: 10605.622070 Iteration 49Q: 3 clusters Score -965164.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -965214.937500 Penalty: 10605.622070 Iteration 50Q: 3 clusters Score -965214.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -965271.250000 Penalty: 10605.622070 Iteration 51Q: 3 clusters Score -965271.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -965353.250000 Penalty: 10605.622070 Iteration 52Q: 3 clusters Score -965353.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -965426.187500 Penalty: 10605.622070 Iteration 53Q: 3 clusters Score -965426.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -965592.500000 Penalty: 10605.622070 Iteration 54Q: 3 clusters Score -965592.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -965758.500000 Penalty: 10605.622070 Iteration 55Q: 3 clusters Score -965758.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -965812.437500 Penalty: 10605.622070 Iteration 56Q: 3 clusters Score -965812.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -965833.062500 Penalty: 10605.622070 Iteration 57Q: 3 clusters Score -965833.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -965839.750000 Penalty: 10605.622070 Iteration 58Q: 3 clusters Score -965839.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -965846.062500 Penalty: 10605.622070 Iteration 59Q: 3 clusters Score -965846.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -965852.312500 Penalty: 10605.622070 Iteration 60F: 3 clusters Score -965852.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -965861.812500 Penalty: 10605.622070 Iteration 61Q: 3 clusters Score -965861.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -965875.312500 Penalty: 10605.622070 Iteration 62Q: 3 clusters Score -965875.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -965892.437500 Penalty: 10605.622070 Iteration 63Q: 3 clusters Score -965892.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -965959.250000 Penalty: 10605.622070 Iteration 64Q: 3 clusters Score -965959.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -965999.250000 Penalty: 10605.622070 Iteration 65Q: 3 clusters Score -965999.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -966032.625000 Penalty: 10605.622070 Iteration 66Q: 3 clusters Score -966032.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -966100.187500 Penalty: 10605.622070 Iteration 67Q: 3 clusters Score -966100.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -966151.625000 Penalty: 10605.622070 Iteration 68Q: 3 clusters Score -966151.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -966160.250000 Penalty: 10605.622070 Iteration 69Q: 3 clusters Score -966160.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -966163.062500 Penalty: 10605.622070 Iteration 70Q: 3 clusters Score -966163.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -966165.750000 Penalty: 10605.622070 Iteration 71Q: 3 clusters Score -966165.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -966178.375000 Penalty: 10605.622070 Iteration 72F: 3 clusters Score -966178.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -966194.312500 Penalty: 10605.622070 Iteration 73Q: 3 clusters Score -966194.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -966201.625000 Penalty: 10605.622070 Iteration 74Q: 3 clusters Score -966201.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -966209.875000 Penalty: 10605.622070 Iteration 75Q: 3 clusters Score -966209.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -966210.937500 Penalty: 10605.622070 Iteration 76Q: 3 clusters Score -966210.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -966213.375000 Penalty: 10605.622070 Iteration 77Q: 3 clusters Score -966213.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -966213.375000 Penalty: 10605.622070 Iteration 78F: 3 clusters Score -966213.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Entering Unmasked Estep Score: -1996918.875000 Penalty: 5752.136719 Iteration 0F: 2 clusters Score -1996919 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -1985416.750000 Penalty: 11504.273438 Iteration 0F: 3 clusters Score -1985417 nChanged 4570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1988080.250000 Penalty: 11504.273438 Iteration 1F: 3 clusters Score -1988080 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -1988695.125000 Penalty: 11504.273438 Iteration 2F: 3 clusters Score -1988695 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -1989127.125000 Penalty: 11504.273438 Iteration 3F: 3 clusters Score -1989127 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1989470.375000 Penalty: 11504.273438 Iteration 4Q: 3 clusters Score -1989470 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -1989809.000000 Penalty: 11504.273438 Iteration 5Q: 3 clusters Score -1989809 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1990135.875000 Penalty: 11504.273438 Iteration 6Q: 3 clusters Score -1990136 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -1990494.625000 Penalty: 11504.273438 Iteration 7Q: 3 clusters Score -1990495 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1990896.625000 Penalty: 11504.273438 Iteration 8Q: 3 clusters Score -1990897 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1991320.875000 Penalty: 11504.273438 Iteration 9Q: 3 clusters Score -1991321 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -1991808.375000 Penalty: 11504.273438 Iteration 10Q: 3 clusters Score -1991808 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 8635 members Entering Unmasked Estep Score: -1992280.375000 Penalty: 11504.273438 Iteration 11Q: 3 clusters Score -1992280 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -1992653.250000 Penalty: 11504.273438 Iteration 12Q: 3 clusters Score -1992653 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -1992985.750000 Penalty: 11504.273438 Iteration 13Q: 3 clusters Score -1992986 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -1993251.875000 Penalty: 11504.273438 Iteration 14Q: 3 clusters Score -1993252 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -1993445.375000 Penalty: 11504.273438 Iteration 15Q: 3 clusters Score -1993445 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -1993574.750000 Penalty: 11504.273438 Iteration 16Q: 3 clusters Score -1993575 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1993669.625000 Penalty: 11504.273438 Iteration 17Q: 3 clusters Score -1993670 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1993737.250000 Penalty: 11504.273438 Iteration 18Q: 3 clusters Score -1993737 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1993782.375000 Penalty: 11504.273438 Iteration 19Q: 3 clusters Score -1993782 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -1993813.250000 Penalty: 11504.273438 Iteration 20F: 3 clusters Score -1993813 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -1993845.875000 Penalty: 11504.273438 Iteration 21Q: 3 clusters Score -1993846 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1993868.625000 Penalty: 11504.273438 Iteration 22Q: 3 clusters Score -1993869 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -1993888.375000 Penalty: 11504.273438 Iteration 23Q: 3 clusters Score -1993888 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -1993911.000000 Penalty: 11504.273438 Iteration 24Q: 3 clusters Score -1993911 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -1993925.750000 Penalty: 11504.273438 Iteration 25Q: 3 clusters Score -1993926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 10336 members Entering Unmasked Estep Score: -1993935.625000 Penalty: 11504.273438 Iteration 26Q: 3 clusters Score -1993936 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1993943.625000 Penalty: 11504.273438 Iteration 27Q: 3 clusters Score -1993944 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -1993942.000000 Penalty: 11504.273438 Iteration 28Q: 3 clusters Score -1993942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -1993944.750000 Penalty: 11504.273438 Iteration 29Q: 3 clusters Score -1993945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -1993945.875000 Penalty: 11504.273438 Iteration 30Q: 3 clusters Score -1993946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -1993949.625000 Penalty: 11504.273438 Iteration 31Q: 3 clusters Score -1993950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993951.250000 Penalty: 11504.273438 Iteration 32Q: 3 clusters Score -1993951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993954.125000 Penalty: 11504.273438 Iteration 33Q: 3 clusters Score -1993954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993955.125000 Penalty: 11504.273438 Iteration 34Q: 3 clusters Score -1993955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993956.375000 Penalty: 11504.273438 Iteration 35Q: 3 clusters Score -1993956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -1993957.875000 Penalty: 11504.273438 Iteration 36Q: 3 clusters Score -1993958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993957.625000 Penalty: 11504.273438 Iteration 37Q: 3 clusters Score -1993958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -1993957.625000 Penalty: 11504.273438 Iteration 38F: 3 clusters Score -1993958 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Entering Unmasked Estep Score: -537830.000000 Penalty: 5079.645996 Iteration 0F: 2 clusters Score -537830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -532438.937500 Penalty: 10159.291992 Iteration 0F: 3 clusters Score -532438.9 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -541135.750000 Penalty: 10159.291992 Iteration 1F: 3 clusters Score -541135.8 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -553169.562500 Penalty: 10159.291992 Iteration 2F: 3 clusters Score -553169.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -559366.750000 Penalty: 10159.291992 Iteration 3F: 3 clusters Score -559366.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -562911.000000 Penalty: 10159.291992 Iteration 4Q: 3 clusters Score -562911 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -564681.437500 Penalty: 10159.291992 Iteration 5Q: 3 clusters Score -564681.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -565099.500000 Penalty: 10159.291992 Iteration 6Q: 3 clusters Score -565099.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -565725.500000 Penalty: 10159.291992 Iteration 7Q: 3 clusters Score -565725.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -566606.875000 Penalty: 10159.291992 Iteration 8Q: 3 clusters Score -566606.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -567702.125000 Penalty: 10159.291992 Iteration 9Q: 3 clusters Score -567702.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -567702.125000 Penalty: 10159.291992 Iteration 10F: 3 clusters Score -567702.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 13015 members Mstep: Class 3 contains 6243 members Mstep: Class 4 contains 101002 members Mstep: Class 5 contains 46735 members Mstep: Class 6 contains 456 members Mstep: Class 7 contains 25681 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 5754 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 2651 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146073 members Mstep: Class 19 contains 2273 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep Score: -70956344.000000 Penalty: 134526.734375 Splitting cluster 13 changes total score from -70923176.000000 to -70956344.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 16 (7888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Entering Unmasked Estep Score: -1391833.625000 Penalty: 5496.022461 Iteration 0F: 2 clusters Score -1391834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1382948.500000 Penalty: 10992.044922 Iteration 0F: 3 clusters Score -1382948 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1384565.000000 Penalty: 10992.044922 Iteration 1F: 3 clusters Score -1384565 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1384917.000000 Penalty: 10992.044922 Iteration 2F: 3 clusters Score -1384917 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1385150.000000 Penalty: 10992.044922 Iteration 3Q: 3 clusters Score -1385150 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1385297.500000 Penalty: 10992.044922 Iteration 4Q: 3 clusters Score -1385298 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1385402.750000 Penalty: 10992.044922 Iteration 5Q: 3 clusters Score -1385403 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1385468.250000 Penalty: 10992.044922 Iteration 6Q: 3 clusters Score -1385468 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1385513.375000 Penalty: 10992.044922 Iteration 7Q: 3 clusters Score -1385513 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1385545.375000 Penalty: 10992.044922 Iteration 8Q: 3 clusters Score -1385545 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1385574.875000 Penalty: 10992.044922 Iteration 9Q: 3 clusters Score -1385575 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1385602.625000 Penalty: 10992.044922 Iteration 10Q: 3 clusters Score -1385603 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1385629.250000 Penalty: 10992.044922 Iteration 11Q: 3 clusters Score -1385629 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1385654.500000 Penalty: 10992.044922 Iteration 12Q: 3 clusters Score -1385654 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1385678.375000 Penalty: 10992.044922 Iteration 13Q: 3 clusters Score -1385678 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1385704.625000 Penalty: 10992.044922 Iteration 14Q: 3 clusters Score -1385705 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1385719.750000 Penalty: 10992.044922 Iteration 15Q: 3 clusters Score -1385720 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1385735.250000 Penalty: 10992.044922 Iteration 16Q: 3 clusters Score -1385735 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1385745.125000 Penalty: 10992.044922 Iteration 17Q: 3 clusters Score -1385745 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1385759.125000 Penalty: 10992.044922 Iteration 18Q: 3 clusters Score -1385759 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1385773.000000 Penalty: 10992.044922 Iteration 19Q: 3 clusters Score -1385773 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1385778.500000 Penalty: 10992.044922 Iteration 20F: 3 clusters Score -1385778 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1385790.000000 Penalty: 10992.044922 Iteration 21Q: 3 clusters Score -1385790 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1385796.375000 Penalty: 10992.044922 Iteration 22Q: 3 clusters Score -1385796 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1385805.250000 Penalty: 10992.044922 Iteration 23Q: 3 clusters Score -1385805 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1385817.125000 Penalty: 10992.044922 Iteration 24Q: 3 clusters Score -1385817 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1385827.250000 Penalty: 10992.044922 Iteration 25Q: 3 clusters Score -1385827 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1385839.125000 Penalty: 10992.044922 Iteration 26Q: 3 clusters Score -1385839 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1385846.375000 Penalty: 10992.044922 Iteration 27Q: 3 clusters Score -1385846 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1385853.000000 Penalty: 10992.044922 Iteration 28Q: 3 clusters Score -1385853 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1385862.250000 Penalty: 10992.044922 Iteration 29Q: 3 clusters Score -1385862 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1385870.250000 Penalty: 10992.044922 Iteration 30Q: 3 clusters Score -1385870 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1385876.875000 Penalty: 10992.044922 Iteration 31Q: 3 clusters Score -1385877 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1385882.125000 Penalty: 10992.044922 Iteration 32Q: 3 clusters Score -1385882 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1385891.125000 Penalty: 10992.044922 Iteration 33Q: 3 clusters Score -1385891 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1385895.125000 Penalty: 10992.044922 Iteration 34Q: 3 clusters Score -1385895 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1385900.500000 Penalty: 10992.044922 Iteration 35Q: 3 clusters Score -1385900 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1385909.250000 Penalty: 10992.044922 Iteration 36Q: 3 clusters Score -1385909 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1385912.250000 Penalty: 10992.044922 Iteration 37Q: 3 clusters Score -1385912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1385915.750000 Penalty: 10992.044922 Iteration 38Q: 3 clusters Score -1385916 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1385919.250000 Penalty: 10992.044922 Iteration 39Q: 3 clusters Score -1385919 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1385926.500000 Penalty: 10992.044922 Iteration 40F: 3 clusters Score -1385926 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1385925.250000 Penalty: 10992.044922 Iteration 41Q: 3 clusters Score -1385925 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1385931.125000 Penalty: 10992.044922 Iteration 42Q: 3 clusters Score -1385931 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1385936.750000 Penalty: 10992.044922 Iteration 43Q: 3 clusters Score -1385937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1385935.750000 Penalty: 10992.044922 Iteration 44Q: 3 clusters Score -1385936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1385940.500000 Penalty: 10992.044922 Iteration 45Q: 3 clusters Score -1385940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1385940.750000 Penalty: 10992.044922 Iteration 46Q: 3 clusters Score -1385941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1385941.375000 Penalty: 10992.044922 Iteration 47Q: 3 clusters Score -1385941 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1385947.500000 Penalty: 10992.044922 Iteration 48Q: 3 clusters Score -1385948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1385948.750000 Penalty: 10992.044922 Iteration 49Q: 3 clusters Score -1385949 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1385950.125000 Penalty: 10992.044922 Iteration 50Q: 3 clusters Score -1385950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1385949.250000 Penalty: 10992.044922 Iteration 51Q: 3 clusters Score -1385949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1385949.250000 Penalty: 10992.044922 Iteration 52F: 3 clusters Score -1385949 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (146073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146073 members Entering Unmasked Estep Score: -25785512.000000 Penalty: 7283.765625 Iteration 0F: 2 clusters Score -2.578551e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73219 members Mstep: Class 2 contains 72854 members Entering Unmasked Estep Score: -25686532.000000 Penalty: 14567.531250 Iteration 0F: 3 clusters Score -2.568653e+07 nChanged 67830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75041 members Mstep: Class 2 contains 71032 members Entering Unmasked Estep Score: -25724486.000000 Penalty: 14567.531250 Iteration 1F: 3 clusters Score -2.572449e+07 nChanged 5359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76244 members Mstep: Class 2 contains 69829 members Entering Unmasked Estep Score: -25725848.000000 Penalty: 14567.531250 Iteration 2Q: 3 clusters Score -2.572585e+07 nChanged 5296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77880 members Mstep: Class 2 contains 68193 members Entering Unmasked Estep Score: -25727236.000000 Penalty: 14567.531250 Iteration 3Q: 3 clusters Score -2.572724e+07 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80280 members Mstep: Class 2 contains 65793 members Entering Unmasked Estep Score: -25729034.000000 Penalty: 14567.531250 Iteration 4Q: 3 clusters Score -2.572903e+07 nChanged 5826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83538 members Mstep: Class 2 contains 62535 members Entering Unmasked Estep Score: -25731260.000000 Penalty: 14567.531250 Iteration 5Q: 3 clusters Score -2.573126e+07 nChanged 6549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88221 members Mstep: Class 2 contains 57852 members Entering Unmasked Estep Score: -25734022.000000 Penalty: 14567.531250 Iteration 6Q: 3 clusters Score -2.573402e+07 nChanged 7742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94655 members Mstep: Class 2 contains 51418 members Entering Unmasked Estep Score: -25738218.000000 Penalty: 14567.531250 Iteration 7F: 3 clusters Score -2.573822e+07 nChanged 9055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102952 members Mstep: Class 2 contains 43121 members Entering Unmasked Estep Score: -25744064.000000 Penalty: 14567.531250 Iteration 8F: 3 clusters Score -2.574406e+07 nChanged 10298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112792 members Mstep: Class 2 contains 33281 members Entering Unmasked Estep Score: -25751782.000000 Penalty: 14567.531250 Iteration 9F: 3 clusters Score -2.575178e+07 nChanged 10375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122943 members Mstep: Class 2 contains 23130 members Entering Unmasked Estep Score: -25760672.000000 Penalty: 14567.531250 Iteration 10F: 3 clusters Score -2.576067e+07 nChanged 8740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131563 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -25768710.000000 Penalty: 14567.531250 Iteration 11F: 3 clusters Score -2.576871e+07 nChanged 6062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137521 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -25774038.000000 Penalty: 14567.531250 Iteration 12Q: 3 clusters Score -2.577404e+07 nChanged 3551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141000 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -25777096.000000 Penalty: 14567.531250 Iteration 13Q: 3 clusters Score -2.57771e+07 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142850 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -25778680.000000 Penalty: 14567.531250 Iteration 14Q: 3 clusters Score -2.577868e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143743 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -25779374.000000 Penalty: 14567.531250 Iteration 15Q: 3 clusters Score -2.577937e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144209 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -25779644.000000 Penalty: 14567.531250 Iteration 16Q: 3 clusters Score -2.577964e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144469 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -25779924.000000 Penalty: 14567.531250 Iteration 17Q: 3 clusters Score -2.577992e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144625 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -25780100.000000 Penalty: 14567.531250 Iteration 18Q: 3 clusters Score -2.57801e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144719 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -25780200.000000 Penalty: 14567.531250 Iteration 19Q: 3 clusters Score -2.57802e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144784 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -25780242.000000 Penalty: 14567.531250 Iteration 20F: 3 clusters Score -2.578024e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144841 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -25780346.000000 Penalty: 14567.531250 Iteration 21Q: 3 clusters Score -2.578035e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144875 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -25780384.000000 Penalty: 14567.531250 Iteration 22Q: 3 clusters Score -2.578038e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144898 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -25780406.000000 Penalty: 14567.531250 Iteration 23Q: 3 clusters Score -2.578041e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144910 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -25780414.000000 Penalty: 14567.531250 Iteration 24Q: 3 clusters Score -2.578041e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144918 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -25780434.000000 Penalty: 14567.531250 Iteration 25Q: 3 clusters Score -2.578043e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144922 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -25780426.000000 Penalty: 14567.531250 Iteration 26Q: 3 clusters Score -2.578043e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144921 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -25780434.000000 Penalty: 14567.531250 Iteration 27Q: 3 clusters Score -2.578043e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144924 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -25780460.000000 Penalty: 14567.531250 Iteration 28Q: 3 clusters Score -2.578046e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144928 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -25780464.000000 Penalty: 14567.531250 Iteration 29Q: 3 clusters Score -2.578046e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144930 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -25780466.000000 Penalty: 14567.531250 Iteration 30Q: 3 clusters Score -2.578047e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144931 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -25780452.000000 Penalty: 14567.531250 Iteration 31Q: 3 clusters Score -2.578045e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144931 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -25780444.000000 Penalty: 14567.531250 Iteration 32Q: 3 clusters Score -2.578044e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144932 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -25780448.000000 Penalty: 14567.531250 Iteration 33Q: 3 clusters Score -2.578045e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144932 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -25780472.000000 Penalty: 14567.531250 Iteration 34Q: 3 clusters Score -2.578047e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144932 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -25780496.000000 Penalty: 14567.531250 Iteration 35Q: 3 clusters Score -2.57805e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144934 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -25780492.000000 Penalty: 14567.531250 Iteration 36Q: 3 clusters Score -2.578049e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144934 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -25780486.000000 Penalty: 14567.531250 Iteration 37Q: 3 clusters Score -2.578049e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144935 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -25780476.000000 Penalty: 14567.531250 Iteration 38Q: 3 clusters Score -2.578048e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144934 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -25780482.000000 Penalty: 14567.531250 Iteration 39Q: 3 clusters Score -2.578048e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144934 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -25780482.000000 Penalty: 14567.531250 Iteration 40F: 3 clusters Score -2.578048e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Entering Unmasked Estep Score: -388007.656250 Penalty: 4733.923828 Iteration 0F: 2 clusters Score -388007.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -382871.812500 Penalty: 9467.847656 Iteration 0F: 3 clusters Score -382871.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -383698.500000 Penalty: 9467.847656 Iteration 1F: 3 clusters Score -383698.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -384475.625000 Penalty: 9467.847656 Iteration 2F: 3 clusters Score -384475.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -385262.437500 Penalty: 9467.847656 Iteration 3F: 3 clusters Score -385262.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -387280.406250 Penalty: 9467.847656 Iteration 4F: 3 clusters Score -387280.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -388859.562500 Penalty: 9467.847656 Iteration 5F: 3 clusters Score -388859.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -389384.906250 Penalty: 9467.847656 Iteration 6F: 3 clusters Score -389384.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -389514.718750 Penalty: 9467.847656 Iteration 7Q: 3 clusters Score -389514.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -389559.625000 Penalty: 9467.847656 Iteration 8Q: 3 clusters Score -389559.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -389592.500000 Penalty: 9467.847656 Iteration 9Q: 3 clusters Score -389592.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -389605.312500 Penalty: 9467.847656 Iteration 10Q: 3 clusters Score -389605.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -389609.593750 Penalty: 9467.847656 Iteration 11Q: 3 clusters Score -389609.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -389615.906250 Penalty: 9467.847656 Iteration 12Q: 3 clusters Score -389615.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -389629.656250 Penalty: 9467.847656 Iteration 13Q: 3 clusters Score -389629.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -389640.781250 Penalty: 9467.847656 Iteration 14Q: 3 clusters Score -389640.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -389653.406250 Penalty: 9467.847656 Iteration 15Q: 3 clusters Score -389653.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -389653.406250 Penalty: 9467.847656 Iteration 16F: 3 clusters Score -389653.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 13015 members Mstep: Class 3 contains 6243 members Mstep: Class 4 contains 101002 members Mstep: Class 5 contains 46735 members Mstep: Class 6 contains 456 members Mstep: Class 7 contains 25681 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 1346 members Mstep: Class 11 contains 5754 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 2651 members Mstep: Class 14 contains 352 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146073 members Mstep: Class 19 contains 1921 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep Score: -70954712.000000 Penalty: 142440.078125 Splitting cluster 19 changes total score from -70923176.000000 to -70954712.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 21 (14451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Entering Unmasked Estep Score: -2522471.000000 Penalty: 5866.842773 Iteration 0F: 2 clusters Score -2522471 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -2509353.250000 Penalty: 11733.685547 Iteration 0F: 3 clusters Score -2509353 nChanged 5703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -2512535.000000 Penalty: 11733.685547 Iteration 1F: 3 clusters Score -2512535 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2513190.000000 Penalty: 11733.685547 Iteration 2F: 3 clusters Score -2513190 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -2513817.500000 Penalty: 11733.685547 Iteration 3F: 3 clusters Score -2513818 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -2514394.750000 Penalty: 11733.685547 Iteration 4Q: 3 clusters Score -2514395 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -2514906.500000 Penalty: 11733.685547 Iteration 5Q: 3 clusters Score -2514906 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -2515371.000000 Penalty: 11733.685547 Iteration 6Q: 3 clusters Score -2515371 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2515784.500000 Penalty: 11733.685547 Iteration 7Q: 3 clusters Score -2515784 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -2516126.250000 Penalty: 11733.685547 Iteration 8Q: 3 clusters Score -2516126 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -2516399.000000 Penalty: 11733.685547 Iteration 9Q: 3 clusters Score -2516399 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -2516619.000000 Penalty: 11733.685547 Iteration 10Q: 3 clusters Score -2516619 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -2516819.750000 Penalty: 11733.685547 Iteration 11Q: 3 clusters Score -2516820 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -2517019.500000 Penalty: 11733.685547 Iteration 12Q: 3 clusters Score -2517020 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -2517173.250000 Penalty: 11733.685547 Iteration 13Q: 3 clusters Score -2517173 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2517314.750000 Penalty: 11733.685547 Iteration 14Q: 3 clusters Score -2517315 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -2517428.750000 Penalty: 11733.685547 Iteration 15Q: 3 clusters Score -2517429 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -2517517.250000 Penalty: 11733.685547 Iteration 16Q: 3 clusters Score -2517517 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -2517580.250000 Penalty: 11733.685547 Iteration 17Q: 3 clusters Score -2517580 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -2517650.250000 Penalty: 11733.685547 Iteration 18Q: 3 clusters Score -2517650 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -2517700.750000 Penalty: 11733.685547 Iteration 19Q: 3 clusters Score -2517701 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -2517746.750000 Penalty: 11733.685547 Iteration 20F: 3 clusters Score -2517747 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -2517773.250000 Penalty: 11733.685547 Iteration 21Q: 3 clusters Score -2517773 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -2517803.500000 Penalty: 11733.685547 Iteration 22Q: 3 clusters Score -2517804 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -2517825.500000 Penalty: 11733.685547 Iteration 23Q: 3 clusters Score -2517826 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -2517855.500000 Penalty: 11733.685547 Iteration 24Q: 3 clusters Score -2517856 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -2517885.000000 Penalty: 11733.685547 Iteration 25Q: 3 clusters Score -2517885 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -2517889.000000 Penalty: 11733.685547 Iteration 26Q: 3 clusters Score -2517889 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -2517908.750000 Penalty: 11733.685547 Iteration 27Q: 3 clusters Score -2517909 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -2517922.750000 Penalty: 11733.685547 Iteration 28Q: 3 clusters Score -2517923 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -2517934.500000 Penalty: 11733.685547 Iteration 29Q: 3 clusters Score -2517934 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -2517944.000000 Penalty: 11733.685547 Iteration 30Q: 3 clusters Score -2517944 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -2517956.000000 Penalty: 11733.685547 Iteration 31Q: 3 clusters Score -2517956 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -2517951.000000 Penalty: 11733.685547 Iteration 32Q: 3 clusters Score -2517951 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -2517960.750000 Penalty: 11733.685547 Iteration 33Q: 3 clusters Score -2517961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -2517960.000000 Penalty: 11733.685547 Iteration 34Q: 3 clusters Score -2517960 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -2517965.750000 Penalty: 11733.685547 Iteration 35Q: 3 clusters Score -2517966 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -2517970.250000 Penalty: 11733.685547 Iteration 36Q: 3 clusters Score -2517970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2517969.500000 Penalty: 11733.685547 Iteration 37Q: 3 clusters Score -2517970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -2517964.750000 Penalty: 11733.685547 Iteration 38Q: 3 clusters Score -2517965 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -2517973.500000 Penalty: 11733.685547 Iteration 39Q: 3 clusters Score -2517974 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -2517975.500000 Penalty: 11733.685547 Iteration 40F: 3 clusters Score -2517976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -2517974.750000 Penalty: 11733.685547 Iteration 41Q: 3 clusters Score -2517975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -2517976.000000 Penalty: 11733.685547 Iteration 42Q: 3 clusters Score -2517976 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -2517975.500000 Penalty: 11733.685547 Iteration 43Q: 3 clusters Score -2517976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -2517974.500000 Penalty: 11733.685547 Iteration 44Q: 3 clusters Score -2517974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -2517972.500000 Penalty: 11733.685547 Iteration 45Q: 3 clusters Score -2517972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -2517970.750000 Penalty: 11733.685547 Iteration 46Q: 3 clusters Score -2517971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -2517972.250000 Penalty: 11733.685547 Iteration 47Q: 3 clusters Score -2517972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2517979.250000 Penalty: 11733.685547 Iteration 48Q: 3 clusters Score -2517979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2517978.000000 Penalty: 11733.685547 Iteration 49Q: 3 clusters Score -2517978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -2517975.750000 Penalty: 11733.685547 Iteration 50Q: 3 clusters Score -2517976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -2517979.000000 Penalty: 11733.685547 Iteration 51Q: 3 clusters Score -2517979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -2517974.750000 Penalty: 11733.685547 Iteration 52Q: 3 clusters Score -2517975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -2517980.000000 Penalty: 11733.685547 Iteration 53Q: 3 clusters Score -2517980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -2517983.000000 Penalty: 11733.685547 Iteration 54Q: 3 clusters Score -2517983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -2517979.750000 Penalty: 11733.685547 Iteration 55Q: 3 clusters Score -2517980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -2517981.500000 Penalty: 11733.685547 Iteration 56Q: 3 clusters Score -2517982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -2517982.500000 Penalty: 11733.685547 Iteration 57Q: 3 clusters Score -2517982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -2517982.500000 Penalty: 11733.685547 Iteration 58F: 3 clusters Score -2517982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 13015 members Mstep: Class 4 contains 101002 members Mstep: Class 5 contains 46735 members Mstep: Class 7 contains 25681 members Mstep: Class 8 contains 4239 members Mstep: Class 9 contains 898 members Mstep: Class 11 contains 5754 members Mstep: Class 12 contains 11983 members Mstep: Class 13 contains 2651 members Mstep: Class 16 contains 7888 members Mstep: Class 18 contains 146073 members Mstep: Class 19 contains 1921 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep ConsiderDeletion Score: -70956768.000000 Penalty: 142440.078125 Iteration 39Q: 19 clusters Score -7.095677e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 18191 members Mstep: Class 2 contains 12966 members Mstep: Class 3 contains 6027 members Mstep: Class 4 contains 101396 members Mstep: Class 5 contains 46735 members Mstep: Class 6 contains 455 members Mstep: Class 7 contains 25672 members Mstep: Class 8 contains 4242 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 5493 members Mstep: Class 12 contains 12077 members Mstep: Class 13 contains 2646 members Mstep: Class 14 contains 322 members Mstep: Class 16 contains 7990 members Mstep: Class 18 contains 145420 members Mstep: Class 19 contains 1914 members Mstep: Class 21 contains 14451 members Entering Unmasked Estep ConsiderDeletion Score: -70958992.000000 Penalty: 142440.078125 Iteration 40F: 19 clusters Score -7.095899e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 18565 members Mstep: Class 2 contains 12945 members Mstep: Class 3 contains 6055 members Mstep: Class 4 contains 101571 members Mstep: Class 5 contains 46688 members Mstep: Class 6 contains 467 members Mstep: Class 7 contains 25626 members Mstep: Class 8 contains 4304 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 5391 members Mstep: Class 12 contains 12016 members Mstep: Class 13 contains 2648 members Mstep: Class 14 contains 321 members Mstep: Class 16 contains 8051 members Mstep: Class 18 contains 144993 members Mstep: Class 19 contains 1915 members Mstep: Class 21 contains 14445 members Entering Unmasked Estep ConsiderDeletion Score: -70959696.000000 Penalty: 142440.078125 Iteration 41Q: 19 clusters Score -7.09597e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 18783 members Mstep: Class 2 contains 12947 members Mstep: Class 3 contains 6070 members Mstep: Class 4 contains 101659 members Mstep: Class 5 contains 46656 members Mstep: Class 6 contains 473 members Mstep: Class 7 contains 25588 members Mstep: Class 8 contains 4332 members Mstep: Class 9 contains 901 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5342 members Mstep: Class 12 contains 11988 members Mstep: Class 13 contains 2646 members Mstep: Class 14 contains 318 members Mstep: Class 16 contains 8089 members Mstep: Class 18 contains 144760 members Mstep: Class 19 contains 1916 members Mstep: Class 21 contains 14432 members Entering Unmasked Estep ConsiderDeletion Score: -70959872.000000 Penalty: 142440.078125 Iteration 42Q: 19 clusters Score -7.095987e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 12932 members Mstep: Class 3 contains 6074 members Mstep: Class 4 contains 101721 members Mstep: Class 5 contains 46643 members Mstep: Class 6 contains 475 members Mstep: Class 7 contains 25535 members Mstep: Class 8 contains 4316 members Mstep: Class 9 contains 904 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5291 members Mstep: Class 12 contains 11981 members Mstep: Class 13 contains 2646 members Mstep: Class 14 contains 320 members Mstep: Class 16 contains 8115 members Mstep: Class 18 contains 144656 members Mstep: Class 19 contains 1917 members Mstep: Class 21 contains 14422 members Entering Unmasked Estep ConsiderDeletion Score: -70960224.000000 Penalty: 142440.078125 Iteration 43Q: 19 clusters Score -7.096022e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19049 members Mstep: Class 2 contains 12925 members Mstep: Class 3 contains 6075 members Mstep: Class 4 contains 101748 members Mstep: Class 5 contains 46629 members Mstep: Class 6 contains 478 members Mstep: Class 7 contains 25480 members Mstep: Class 8 contains 4311 members Mstep: Class 9 contains 905 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5268 members Mstep: Class 12 contains 11982 members Mstep: Class 13 contains 2646 members Mstep: Class 14 contains 318 members Mstep: Class 16 contains 8130 members Mstep: Class 18 contains 144621 members Mstep: Class 19 contains 1921 members Mstep: Class 21 contains 14414 members Entering Unmasked Estep ConsiderDeletion Score: -70960560.000000 Penalty: 142440.078125 Iteration 44Q: 19 clusters Score -7.096056e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 12911 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101760 members Mstep: Class 5 contains 46627 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25430 members Mstep: Class 8 contains 4303 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5250 members Mstep: Class 12 contains 11987 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 315 members Mstep: Class 16 contains 8142 members Mstep: Class 18 contains 144623 members Mstep: Class 19 contains 1923 members Mstep: Class 21 contains 14407 members Entering Unmasked Estep ConsiderDeletion Score: -70960576.000000 Penalty: 142440.078125 Iteration 45Q: 19 clusters Score -7.096058e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19170 members Mstep: Class 2 contains 12910 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101782 members Mstep: Class 5 contains 46624 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25397 members Mstep: Class 8 contains 4282 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 11990 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 312 members Mstep: Class 16 contains 8147 members Mstep: Class 18 contains 144619 members Mstep: Class 19 contains 1923 members Mstep: Class 21 contains 14396 members Entering Unmasked Estep ConsiderDeletion Score: -70960448.000000 Penalty: 142440.078125 Iteration 46Q: 19 clusters Score -7.096045e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19216 members Mstep: Class 2 contains 12907 members Mstep: Class 3 contains 6075 members Mstep: Class 4 contains 101792 members Mstep: Class 5 contains 46622 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25375 members Mstep: Class 8 contains 4267 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5233 members Mstep: Class 12 contains 11995 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 310 members Mstep: Class 16 contains 8150 members Mstep: Class 18 contains 144613 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14393 members Entering Unmasked Estep ConsiderDeletion Score: -70960456.000000 Penalty: 142440.078125 Iteration 47Q: 19 clusters Score -7.096046e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19254 members Mstep: Class 2 contains 12914 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101802 members Mstep: Class 5 contains 46623 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25362 members Mstep: Class 8 contains 4257 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5223 members Mstep: Class 12 contains 11997 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8152 members Mstep: Class 18 contains 144595 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14386 members Entering Unmasked Estep ConsiderDeletion Score: -70960528.000000 Penalty: 142440.078125 Iteration 48Q: 19 clusters Score -7.096053e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19271 members Mstep: Class 2 contains 12923 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101813 members Mstep: Class 5 contains 46622 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25354 members Mstep: Class 8 contains 4237 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5219 members Mstep: Class 12 contains 11995 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8157 members Mstep: Class 18 contains 144594 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14380 members Entering Unmasked Estep ConsiderDeletion Score: -70960576.000000 Penalty: 142440.078125 Iteration 49Q: 19 clusters Score -7.096058e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 12922 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101816 members Mstep: Class 5 contains 46622 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25337 members Mstep: Class 8 contains 4225 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5217 members Mstep: Class 12 contains 12000 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8160 members Mstep: Class 18 contains 144599 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14378 members Entering Unmasked Estep ConsiderDeletion Score: -70960632.000000 Penalty: 142440.078125 Iteration 50Q: 19 clusters Score -7.096063e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 12928 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101820 members Mstep: Class 5 contains 46622 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25326 members Mstep: Class 8 contains 4212 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5212 members Mstep: Class 12 contains 11996 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8163 members Mstep: Class 18 contains 144608 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14375 members Entering Unmasked Estep ConsiderDeletion Score: -70960632.000000 Penalty: 142440.078125 Iteration 51Q: 19 clusters Score -7.096063e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 12929 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101818 members Mstep: Class 5 contains 46621 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25315 members Mstep: Class 8 contains 4204 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5209 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8165 members Mstep: Class 18 contains 144619 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14375 members Entering Unmasked Estep ConsiderDeletion Score: -70960632.000000 Penalty: 142440.078125 Iteration 52Q: 19 clusters Score -7.096063e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 12925 members Mstep: Class 3 contains 6076 members Mstep: Class 4 contains 101821 members Mstep: Class 5 contains 46625 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25297 members Mstep: Class 8 contains 4193 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8169 members Mstep: Class 18 contains 144640 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960616.000000 Penalty: 142440.078125 Iteration 53Q: 19 clusters Score -7.096062e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19317 members Mstep: Class 2 contains 12925 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101822 members Mstep: Class 5 contains 46626 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25283 members Mstep: Class 8 contains 4194 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8168 members Mstep: Class 18 contains 144647 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960536.000000 Penalty: 142440.078125 Iteration 54Q: 19 clusters Score -7.096054e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19321 members Mstep: Class 2 contains 12920 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101823 members Mstep: Class 5 contains 46626 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25271 members Mstep: Class 8 contains 4189 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 12008 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8169 members Mstep: Class 18 contains 144656 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960696.000000 Penalty: 142440.078125 Iteration 55Q: 19 clusters Score -7.09607e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19327 members Mstep: Class 2 contains 12916 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101825 members Mstep: Class 5 contains 46627 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25253 members Mstep: Class 8 contains 4189 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 12009 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144668 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70960624.000000 Penalty: 142440.078125 Iteration 56Q: 19 clusters Score -7.096062e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19327 members Mstep: Class 2 contains 12914 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46627 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25246 members Mstep: Class 8 contains 4184 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 12009 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144678 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960632.000000 Penalty: 142440.078125 Iteration 57Q: 19 clusters Score -7.096063e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19327 members Mstep: Class 2 contains 12911 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46626 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25230 members Mstep: Class 8 contains 4179 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 12012 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144700 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960688.000000 Penalty: 142440.078125 Iteration 58Q: 19 clusters Score -7.096069e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19327 members Mstep: Class 2 contains 12911 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101828 members Mstep: Class 5 contains 46626 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25219 members Mstep: Class 8 contains 4172 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5209 members Mstep: Class 12 contains 12013 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144715 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960704.000000 Penalty: 142440.078125 Iteration 59Q: 19 clusters Score -7.09607e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 19327 members Mstep: Class 2 contains 12914 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46627 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25212 members Mstep: Class 8 contains 4169 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 12013 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 307 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144723 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960728.000000 Penalty: 142440.078125 Iteration 60F: 19 clusters Score -7.096073e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19328 members Mstep: Class 2 contains 12915 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101826 members Mstep: Class 5 contains 46627 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25204 members Mstep: Class 8 contains 4165 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5206 members Mstep: Class 12 contains 12015 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 312 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144730 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960752.000000 Penalty: 142440.078125 Iteration 61Q: 19 clusters Score -7.096075e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19330 members Mstep: Class 2 contains 12913 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46629 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25205 members Mstep: Class 8 contains 4153 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 12012 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 321 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144733 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960672.000000 Penalty: 142440.078125 Iteration 62Q: 19 clusters Score -7.096067e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19331 members Mstep: Class 2 contains 12914 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46629 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25198 members Mstep: Class 8 contains 4147 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5208 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 327 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144742 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70960768.000000 Penalty: 142440.078125 Iteration 63Q: 19 clusters Score -7.096077e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 12916 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101827 members Mstep: Class 5 contains 46631 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25188 members Mstep: Class 8 contains 4143 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5207 members Mstep: Class 12 contains 12007 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 327 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144754 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70960840.000000 Penalty: 142440.078125 Iteration 64Q: 19 clusters Score -7.096084e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19331 members Mstep: Class 2 contains 12917 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101829 members Mstep: Class 5 contains 46632 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25182 members Mstep: Class 8 contains 4136 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5206 members Mstep: Class 12 contains 12004 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 329 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144768 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70960856.000000 Penalty: 142440.078125 Iteration 65Q: 19 clusters Score -7.096086e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 12916 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101832 members Mstep: Class 5 contains 46631 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25171 members Mstep: Class 8 contains 4134 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5204 members Mstep: Class 12 contains 12003 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 330 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144781 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70960840.000000 Penalty: 142440.078125 Iteration 66Q: 19 clusters Score -7.096084e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 12915 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101832 members Mstep: Class 5 contains 46632 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25153 members Mstep: Class 8 contains 4133 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5199 members Mstep: Class 12 contains 12003 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 332 members Mstep: Class 16 contains 8170 members Mstep: Class 18 contains 144800 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70960896.000000 Penalty: 142440.078125 Iteration 67Q: 19 clusters Score -7.09609e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19341 members Mstep: Class 2 contains 12912 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101833 members Mstep: Class 5 contains 46634 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25138 members Mstep: Class 8 contains 4132 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 333 members Mstep: Class 16 contains 8171 members Mstep: Class 18 contains 144810 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70960928.000000 Penalty: 142440.078125 Iteration 68Q: 19 clusters Score -7.096093e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19341 members Mstep: Class 2 contains 12910 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101836 members Mstep: Class 5 contains 46635 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25129 members Mstep: Class 8 contains 4127 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8173 members Mstep: Class 18 contains 144818 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70960904.000000 Penalty: 142440.078125 Iteration 69Q: 19 clusters Score -7.09609e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 12908 members Mstep: Class 3 contains 6077 members Mstep: Class 4 contains 101837 members Mstep: Class 5 contains 46636 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25124 members Mstep: Class 8 contains 4123 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144825 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70960864.000000 Penalty: 142440.078125 Iteration 70Q: 19 clusters Score -7.096086e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19341 members Mstep: Class 2 contains 12904 members Mstep: Class 3 contains 6078 members Mstep: Class 4 contains 101839 members Mstep: Class 5 contains 46637 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25114 members Mstep: Class 8 contains 4120 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 12002 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144837 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70960872.000000 Penalty: 142440.078125 Iteration 71Q: 19 clusters Score -7.096087e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19342 members Mstep: Class 2 contains 12903 members Mstep: Class 3 contains 6079 members Mstep: Class 4 contains 101840 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25110 members Mstep: Class 8 contains 4116 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144844 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70960888.000000 Penalty: 142440.078125 Iteration 72Q: 19 clusters Score -7.096089e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 12903 members Mstep: Class 3 contains 6081 members Mstep: Class 4 contains 101841 members Mstep: Class 5 contains 46638 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25107 members Mstep: Class 8 contains 4113 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144848 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70960944.000000 Penalty: 142440.078125 Iteration 73Q: 19 clusters Score -7.096094e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 12905 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101843 members Mstep: Class 5 contains 46638 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25105 members Mstep: Class 8 contains 4110 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144850 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70960944.000000 Penalty: 142440.078125 Iteration 74Q: 19 clusters Score -7.096094e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19346 members Mstep: Class 2 contains 12904 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101845 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25104 members Mstep: Class 8 contains 4105 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 11998 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144854 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70960984.000000 Penalty: 142440.078125 Iteration 75Q: 19 clusters Score -7.096098e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19350 members Mstep: Class 2 contains 12902 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101847 members Mstep: Class 5 contains 46640 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25102 members Mstep: Class 8 contains 4098 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5198 members Mstep: Class 12 contains 11998 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144857 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70960936.000000 Penalty: 142440.078125 Iteration 76Q: 19 clusters Score -7.096094e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19353 members Mstep: Class 2 contains 12899 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101847 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25099 members Mstep: Class 8 contains 4093 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5199 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144861 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70960936.000000 Penalty: 142440.078125 Iteration 77Q: 19 clusters Score -7.096094e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19353 members Mstep: Class 2 contains 12898 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101847 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25092 members Mstep: Class 8 contains 4088 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5199 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144873 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14374 members Entering Unmasked Estep ConsiderDeletion Score: -70960976.000000 Penalty: 142440.078125 Iteration 78Q: 19 clusters Score -7.096098e+07 nChanged 20 Entering ConstructFrom: Score: -70960976.000000 Penalty: 142440.078125 Entering ConstructFrom: Trying to split cluster 1 (19355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19355 members Entering Unmasked Estep Score: -3441612.250000 Penalty: 6045.807129 Iteration 0F: 2 clusters Score -3441612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -3425406.000000 Penalty: 12091.614258 Iteration 0F: 3 clusters Score -3425406 nChanged 7895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -3429671.500000 Penalty: 12091.614258 Iteration 1F: 3 clusters Score -3429672 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -3430367.000000 Penalty: 12091.614258 Iteration 2F: 3 clusters Score -3430367 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -3430822.500000 Penalty: 12091.614258 Iteration 3Q: 3 clusters Score -3430822 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -3431192.750000 Penalty: 12091.614258 Iteration 4Q: 3 clusters Score -3431193 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -3431531.250000 Penalty: 12091.614258 Iteration 5Q: 3 clusters Score -3431531 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -3431798.500000 Penalty: 12091.614258 Iteration 6Q: 3 clusters Score -3431798 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -3432076.750000 Penalty: 12091.614258 Iteration 7Q: 3 clusters Score -3432077 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -3432278.000000 Penalty: 12091.614258 Iteration 8Q: 3 clusters Score -3432278 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -3432474.500000 Penalty: 12091.614258 Iteration 9Q: 3 clusters Score -3432474 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -3432656.500000 Penalty: 12091.614258 Iteration 10Q: 3 clusters Score -3432656 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -3432836.500000 Penalty: 12091.614258 Iteration 11Q: 3 clusters Score -3432836 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -3433014.250000 Penalty: 12091.614258 Iteration 12Q: 3 clusters Score -3433014 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -3433234.000000 Penalty: 12091.614258 Iteration 13Q: 3 clusters Score -3433234 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -3433440.500000 Penalty: 12091.614258 Iteration 14Q: 3 clusters Score -3433440 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -3433623.000000 Penalty: 12091.614258 Iteration 15Q: 3 clusters Score -3433623 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -3433856.000000 Penalty: 12091.614258 Iteration 16Q: 3 clusters Score -3433856 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -3434068.500000 Penalty: 12091.614258 Iteration 17Q: 3 clusters Score -3434068 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -3434296.250000 Penalty: 12091.614258 Iteration 18Q: 3 clusters Score -3434296 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -3434513.250000 Penalty: 12091.614258 Iteration 19Q: 3 clusters Score -3434513 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -3434761.500000 Penalty: 12091.614258 Iteration 20F: 3 clusters Score -3434762 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -3435003.750000 Penalty: 12091.614258 Iteration 21Q: 3 clusters Score -3435004 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -3435276.750000 Penalty: 12091.614258 Iteration 22Q: 3 clusters Score -3435277 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -3435538.250000 Penalty: 12091.614258 Iteration 23Q: 3 clusters Score -3435538 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -3435807.500000 Penalty: 12091.614258 Iteration 24Q: 3 clusters Score -3435808 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -3436052.250000 Penalty: 12091.614258 Iteration 25Q: 3 clusters Score -3436052 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -3436342.000000 Penalty: 12091.614258 Iteration 26Q: 3 clusters Score -3436342 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 14755 members Entering Unmasked Estep Score: -3436664.250000 Penalty: 12091.614258 Iteration 27Q: 3 clusters Score -3436664 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -3436975.250000 Penalty: 12091.614258 Iteration 28Q: 3 clusters Score -3436975 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 15375 members Entering Unmasked Estep Score: -3437201.500000 Penalty: 12091.614258 Iteration 29Q: 3 clusters Score -3437202 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 15605 members Entering Unmasked Estep Score: -3437356.250000 Penalty: 12091.614258 Iteration 30Q: 3 clusters Score -3437356 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 15793 members Entering Unmasked Estep Score: -3437482.500000 Penalty: 12091.614258 Iteration 31Q: 3 clusters Score -3437482 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 15949 members Entering Unmasked Estep Score: -3437577.750000 Penalty: 12091.614258 Iteration 32Q: 3 clusters Score -3437578 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 16082 members Entering Unmasked Estep Score: -3437663.750000 Penalty: 12091.614258 Iteration 33Q: 3 clusters Score -3437664 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 16189 members Entering Unmasked Estep Score: -3437728.250000 Penalty: 12091.614258 Iteration 34Q: 3 clusters Score -3437728 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 16281 members Entering Unmasked Estep Score: -3437765.000000 Penalty: 12091.614258 Iteration 35Q: 3 clusters Score -3437765 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 16370 members Entering Unmasked Estep Score: -3437824.500000 Penalty: 12091.614258 Iteration 36Q: 3 clusters Score -3437824 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 16436 members Entering Unmasked Estep Score: -3437846.750000 Penalty: 12091.614258 Iteration 37Q: 3 clusters Score -3437847 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 16485 members Entering Unmasked Estep Score: -3437866.250000 Penalty: 12091.614258 Iteration 38Q: 3 clusters Score -3437866 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 16518 members Entering Unmasked Estep Score: -3437887.500000 Penalty: 12091.614258 Iteration 39Q: 3 clusters Score -3437888 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -3437895.750000 Penalty: 12091.614258 Iteration 40F: 3 clusters Score -3437896 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -3437900.500000 Penalty: 12091.614258 Iteration 41Q: 3 clusters Score -3437900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 16573 members Entering Unmasked Estep Score: -3437905.000000 Penalty: 12091.614258 Iteration 42Q: 3 clusters Score -3437905 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 16585 members Entering Unmasked Estep Score: -3437916.750000 Penalty: 12091.614258 Iteration 43Q: 3 clusters Score -3437917 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -3437915.750000 Penalty: 12091.614258 Iteration 44Q: 3 clusters Score -3437916 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 16600 members Entering Unmasked Estep Score: -3437917.750000 Penalty: 12091.614258 Iteration 45Q: 3 clusters Score -3437918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -3437918.250000 Penalty: 12091.614258 Iteration 46Q: 3 clusters Score -3437918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 16610 members Entering Unmasked Estep Score: -3437917.750000 Penalty: 12091.614258 Iteration 47Q: 3 clusters Score -3437918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -3437929.750000 Penalty: 12091.614258 Iteration 48Q: 3 clusters Score -3437930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 16619 members Entering Unmasked Estep Score: -3437923.000000 Penalty: 12091.614258 Iteration 49Q: 3 clusters Score -3437923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -3437924.250000 Penalty: 12091.614258 Iteration 50Q: 3 clusters Score -3437924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -3437931.000000 Penalty: 12091.614258 Iteration 51Q: 3 clusters Score -3437931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 16625 members Entering Unmasked Estep Score: -3437929.750000 Penalty: 12091.614258 Iteration 52Q: 3 clusters Score -3437930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 16627 members Entering Unmasked Estep Score: -3437927.500000 Penalty: 12091.614258 Iteration 53Q: 3 clusters Score -3437928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -3437926.250000 Penalty: 12091.614258 Iteration 54Q: 3 clusters Score -3437926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -3437920.750000 Penalty: 12091.614258 Iteration 55Q: 3 clusters Score -3437921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 16633 members Entering Unmasked Estep Score: -3437927.500000 Penalty: 12091.614258 Iteration 56Q: 3 clusters Score -3437928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 16634 members Entering Unmasked Estep Score: -3437922.000000 Penalty: 12091.614258 Iteration 57Q: 3 clusters Score -3437922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 16634 members Entering Unmasked Estep Score: -3437922.000000 Penalty: 12091.614258 Iteration 58F: 3 clusters Score -3437922 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Entering Unmasked Estep Score: -2266103.000000 Penalty: 5797.207031 Iteration 0F: 2 clusters Score -2266103 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2254009.500000 Penalty: 11594.414062 Iteration 0F: 3 clusters Score -2254010 nChanged 4936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -2256743.750000 Penalty: 11594.414062 Iteration 1F: 3 clusters Score -2256744 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -2257258.250000 Penalty: 11594.414062 Iteration 2F: 3 clusters Score -2257258 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -2257562.500000 Penalty: 11594.414062 Iteration 3Q: 3 clusters Score -2257562 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -2257784.250000 Penalty: 11594.414062 Iteration 4Q: 3 clusters Score -2257784 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -2257956.750000 Penalty: 11594.414062 Iteration 5Q: 3 clusters Score -2257957 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -2258127.250000 Penalty: 11594.414062 Iteration 6Q: 3 clusters Score -2258127 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2258299.750000 Penalty: 11594.414062 Iteration 7Q: 3 clusters Score -2258300 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -2258481.750000 Penalty: 11594.414062 Iteration 8Q: 3 clusters Score -2258482 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -2258627.250000 Penalty: 11594.414062 Iteration 9Q: 3 clusters Score -2258627 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2258754.750000 Penalty: 11594.414062 Iteration 10Q: 3 clusters Score -2258755 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -2258863.000000 Penalty: 11594.414062 Iteration 11Q: 3 clusters Score -2258863 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -2258941.000000 Penalty: 11594.414062 Iteration 12Q: 3 clusters Score -2258941 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -2259010.250000 Penalty: 11594.414062 Iteration 13Q: 3 clusters Score -2259010 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -2259086.500000 Penalty: 11594.414062 Iteration 14Q: 3 clusters Score -2259086 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -2259135.000000 Penalty: 11594.414062 Iteration 15Q: 3 clusters Score -2259135 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -2259201.250000 Penalty: 11594.414062 Iteration 16Q: 3 clusters Score -2259201 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -2259250.000000 Penalty: 11594.414062 Iteration 17Q: 3 clusters Score -2259250 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -2259298.500000 Penalty: 11594.414062 Iteration 18Q: 3 clusters Score -2259298 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -2259342.000000 Penalty: 11594.414062 Iteration 19Q: 3 clusters Score -2259342 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -2259373.250000 Penalty: 11594.414062 Iteration 20F: 3 clusters Score -2259373 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -2259400.000000 Penalty: 11594.414062 Iteration 21Q: 3 clusters Score -2259400 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -2259421.750000 Penalty: 11594.414062 Iteration 22Q: 3 clusters Score -2259422 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -2259443.250000 Penalty: 11594.414062 Iteration 23Q: 3 clusters Score -2259443 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -2259464.500000 Penalty: 11594.414062 Iteration 24Q: 3 clusters Score -2259464 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -2259477.000000 Penalty: 11594.414062 Iteration 25Q: 3 clusters Score -2259477 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -2259493.000000 Penalty: 11594.414062 Iteration 26Q: 3 clusters Score -2259493 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -2259521.250000 Penalty: 11594.414062 Iteration 27Q: 3 clusters Score -2259521 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -2259534.000000 Penalty: 11594.414062 Iteration 28Q: 3 clusters Score -2259534 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -2259558.250000 Penalty: 11594.414062 Iteration 29Q: 3 clusters Score -2259558 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -2259575.750000 Penalty: 11594.414062 Iteration 30Q: 3 clusters Score -2259576 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -2259596.250000 Penalty: 11594.414062 Iteration 31Q: 3 clusters Score -2259596 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -2259607.000000 Penalty: 11594.414062 Iteration 32Q: 3 clusters Score -2259607 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -2259630.500000 Penalty: 11594.414062 Iteration 33Q: 3 clusters Score -2259630 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2259654.000000 Penalty: 11594.414062 Iteration 34Q: 3 clusters Score -2259654 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2259674.000000 Penalty: 11594.414062 Iteration 35Q: 3 clusters Score -2259674 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -2259695.000000 Penalty: 11594.414062 Iteration 36Q: 3 clusters Score -2259695 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -2259730.750000 Penalty: 11594.414062 Iteration 37Q: 3 clusters Score -2259731 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -2259753.500000 Penalty: 11594.414062 Iteration 38Q: 3 clusters Score -2259754 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -2259769.750000 Penalty: 11594.414062 Iteration 39Q: 3 clusters Score -2259770 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -2259790.000000 Penalty: 11594.414062 Iteration 40F: 3 clusters Score -2259790 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -2259820.000000 Penalty: 11594.414062 Iteration 41Q: 3 clusters Score -2259820 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -2259839.750000 Penalty: 11594.414062 Iteration 42Q: 3 clusters Score -2259840 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -2259863.250000 Penalty: 11594.414062 Iteration 43Q: 3 clusters Score -2259863 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -2259895.500000 Penalty: 11594.414062 Iteration 44Q: 3 clusters Score -2259896 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -2259932.500000 Penalty: 11594.414062 Iteration 45Q: 3 clusters Score -2259932 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -2259964.750000 Penalty: 11594.414062 Iteration 46Q: 3 clusters Score -2259965 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -2259997.250000 Penalty: 11594.414062 Iteration 47Q: 3 clusters Score -2259997 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -2260023.500000 Penalty: 11594.414062 Iteration 48Q: 3 clusters Score -2260024 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -2260061.750000 Penalty: 11594.414062 Iteration 49Q: 3 clusters Score -2260062 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -2260093.250000 Penalty: 11594.414062 Iteration 50Q: 3 clusters Score -2260093 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -2260122.500000 Penalty: 11594.414062 Iteration 51Q: 3 clusters Score -2260122 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -2260160.000000 Penalty: 11594.414062 Iteration 52Q: 3 clusters Score -2260160 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -2260192.250000 Penalty: 11594.414062 Iteration 53Q: 3 clusters Score -2260192 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -2260218.750000 Penalty: 11594.414062 Iteration 54Q: 3 clusters Score -2260219 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -2260248.500000 Penalty: 11594.414062 Iteration 55Q: 3 clusters Score -2260248 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 8227 members Entering Unmasked Estep Score: -2260284.250000 Penalty: 11594.414062 Iteration 56Q: 3 clusters Score -2260284 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 8312 members Entering Unmasked Estep Score: -2260327.250000 Penalty: 11594.414062 Iteration 57Q: 3 clusters Score -2260327 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -2260371.500000 Penalty: 11594.414062 Iteration 58Q: 3 clusters Score -2260372 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -2260428.750000 Penalty: 11594.414062 Iteration 59Q: 3 clusters Score -2260429 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -2260494.000000 Penalty: 11594.414062 Iteration 60F: 3 clusters Score -2260494 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -2260565.000000 Penalty: 11594.414062 Iteration 61Q: 3 clusters Score -2260565 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -2260642.750000 Penalty: 11594.414062 Iteration 62Q: 3 clusters Score -2260643 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -2260724.250000 Penalty: 11594.414062 Iteration 63Q: 3 clusters Score -2260724 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -2260819.750000 Penalty: 11594.414062 Iteration 64Q: 3 clusters Score -2260820 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -2260913.250000 Penalty: 11594.414062 Iteration 65Q: 3 clusters Score -2260913 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -2261008.500000 Penalty: 11594.414062 Iteration 66Q: 3 clusters Score -2261008 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -2261100.250000 Penalty: 11594.414062 Iteration 67Q: 3 clusters Score -2261100 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -2261201.000000 Penalty: 11594.414062 Iteration 68Q: 3 clusters Score -2261201 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -2261306.750000 Penalty: 11594.414062 Iteration 69Q: 3 clusters Score -2261307 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -2261396.250000 Penalty: 11594.414062 Iteration 70Q: 3 clusters Score -2261396 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -2261490.500000 Penalty: 11594.414062 Iteration 71Q: 3 clusters Score -2261490 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -2261593.500000 Penalty: 11594.414062 Iteration 72Q: 3 clusters Score -2261594 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -2261684.500000 Penalty: 11594.414062 Iteration 73Q: 3 clusters Score -2261684 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -2261740.750000 Penalty: 11594.414062 Iteration 74Q: 3 clusters Score -2261741 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -2261789.000000 Penalty: 11594.414062 Iteration 75Q: 3 clusters Score -2261789 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -2261850.500000 Penalty: 11594.414062 Iteration 76Q: 3 clusters Score -2261850 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -2261902.250000 Penalty: 11594.414062 Iteration 77Q: 3 clusters Score -2261902 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -2261947.250000 Penalty: 11594.414062 Iteration 78Q: 3 clusters Score -2261947 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -2261983.000000 Penalty: 11594.414062 Iteration 79Q: 3 clusters Score -2261983 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 11047 members Entering Unmasked Estep Score: -2262020.250000 Penalty: 11594.414062 Iteration 80F: 3 clusters Score -2262020 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -2262047.750000 Penalty: 11594.414062 Iteration 81Q: 3 clusters Score -2262048 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -2262055.250000 Penalty: 11594.414062 Iteration 82Q: 3 clusters Score -2262055 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -2262066.250000 Penalty: 11594.414062 Iteration 83Q: 3 clusters Score -2262066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -2262081.000000 Penalty: 11594.414062 Iteration 84Q: 3 clusters Score -2262081 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -2262099.250000 Penalty: 11594.414062 Iteration 85Q: 3 clusters Score -2262099 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 11177 members Entering Unmasked Estep Score: -2262111.000000 Penalty: 11594.414062 Iteration 86Q: 3 clusters Score -2262111 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -2262127.000000 Penalty: 11594.414062 Iteration 87Q: 3 clusters Score -2262127 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -2262136.750000 Penalty: 11594.414062 Iteration 88Q: 3 clusters Score -2262137 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -2262161.500000 Penalty: 11594.414062 Iteration 89Q: 3 clusters Score -2262162 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 11280 members Entering Unmasked Estep Score: -2262188.750000 Penalty: 11594.414062 Iteration 90Q: 3 clusters Score -2262189 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -2262200.500000 Penalty: 11594.414062 Iteration 91Q: 3 clusters Score -2262200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -2262208.250000 Penalty: 11594.414062 Iteration 92Q: 3 clusters Score -2262208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -2262217.750000 Penalty: 11594.414062 Iteration 93Q: 3 clusters Score -2262218 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -2262221.250000 Penalty: 11594.414062 Iteration 94Q: 3 clusters Score -2262221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -2262235.250000 Penalty: 11594.414062 Iteration 95Q: 3 clusters Score -2262235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -2262240.750000 Penalty: 11594.414062 Iteration 96Q: 3 clusters Score -2262241 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -2262241.000000 Penalty: 11594.414062 Iteration 97Q: 3 clusters Score -2262241 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -2262246.000000 Penalty: 11594.414062 Iteration 98Q: 3 clusters Score -2262246 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -2262253.500000 Penalty: 11594.414062 Iteration 99Q: 3 clusters Score -2262254 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -2262266.750000 Penalty: 11594.414062 Iteration 100F: 3 clusters Score -2262267 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -2262279.000000 Penalty: 11594.414062 Iteration 101Q: 3 clusters Score -2262279 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -2262289.750000 Penalty: 11594.414062 Iteration 102Q: 3 clusters Score -2262290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -2262300.250000 Penalty: 11594.414062 Iteration 103Q: 3 clusters Score -2262300 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -2262304.750000 Penalty: 11594.414062 Iteration 104Q: 3 clusters Score -2262305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -2262311.250000 Penalty: 11594.414062 Iteration 105Q: 3 clusters Score -2262311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -2262313.500000 Penalty: 11594.414062 Iteration 106Q: 3 clusters Score -2262314 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 11463 members Entering Unmasked Estep Score: -2262323.000000 Penalty: 11594.414062 Iteration 107Q: 3 clusters Score -2262323 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -2262332.500000 Penalty: 11594.414062 Iteration 108Q: 3 clusters Score -2262332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -2262337.000000 Penalty: 11594.414062 Iteration 109Q: 3 clusters Score -2262337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -2262348.250000 Penalty: 11594.414062 Iteration 110Q: 3 clusters Score -2262348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -2262357.000000 Penalty: 11594.414062 Iteration 111Q: 3 clusters Score -2262357 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -2262364.250000 Penalty: 11594.414062 Iteration 112Q: 3 clusters Score -2262364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -2262361.000000 Penalty: 11594.414062 Iteration 113Q: 3 clusters Score -2262361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -2262368.750000 Penalty: 11594.414062 Iteration 114Q: 3 clusters Score -2262369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -2262374.250000 Penalty: 11594.414062 Iteration 115Q: 3 clusters Score -2262374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -2262382.750000 Penalty: 11594.414062 Iteration 116Q: 3 clusters Score -2262383 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -2262389.000000 Penalty: 11594.414062 Iteration 117Q: 3 clusters Score -2262389 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -2262392.500000 Penalty: 11594.414062 Iteration 118Q: 3 clusters Score -2262392 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -2262396.750000 Penalty: 11594.414062 Iteration 119Q: 3 clusters Score -2262397 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 11559 members Entering Unmasked Estep Score: -2262404.750000 Penalty: 11594.414062 Iteration 120F: 3 clusters Score -2262405 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -2262417.750000 Penalty: 11594.414062 Iteration 121Q: 3 clusters Score -2262418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -2262418.500000 Penalty: 11594.414062 Iteration 122Q: 3 clusters Score -2262418 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -2262420.250000 Penalty: 11594.414062 Iteration 123Q: 3 clusters Score -2262420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -2262429.000000 Penalty: 11594.414062 Iteration 124Q: 3 clusters Score -2262429 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -2262437.000000 Penalty: 11594.414062 Iteration 125Q: 3 clusters Score -2262437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2262435.250000 Penalty: 11594.414062 Iteration 126Q: 3 clusters Score -2262435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -2262436.750000 Penalty: 11594.414062 Iteration 127Q: 3 clusters Score -2262437 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -2262446.500000 Penalty: 11594.414062 Iteration 128Q: 3 clusters Score -2262446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -2262450.250000 Penalty: 11594.414062 Iteration 129Q: 3 clusters Score -2262450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -2262459.250000 Penalty: 11594.414062 Iteration 130Q: 3 clusters Score -2262459 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -2262461.750000 Penalty: 11594.414062 Iteration 131Q: 3 clusters Score -2262462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -2262461.750000 Penalty: 11594.414062 Iteration 132Q: 3 clusters Score -2262462 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -2262470.500000 Penalty: 11594.414062 Iteration 133Q: 3 clusters Score -2262470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -2262469.000000 Penalty: 11594.414062 Iteration 134Q: 3 clusters Score -2262469 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -2262468.000000 Penalty: 11594.414062 Iteration 135Q: 3 clusters Score -2262468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -2262470.250000 Penalty: 11594.414062 Iteration 136Q: 3 clusters Score -2262470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -2262470.500000 Penalty: 11594.414062 Iteration 137Q: 3 clusters Score -2262470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -2262470.500000 Penalty: 11594.414062 Iteration 138F: 3 clusters Score -2262470 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Entering Unmasked Estep Score: -1074837.500000 Penalty: 5336.565430 Iteration 0F: 2 clusters Score -1074838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1067018.625000 Penalty: 10673.130859 Iteration 0F: 3 clusters Score -1067019 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1068291.625000 Penalty: 10673.130859 Iteration 1F: 3 clusters Score -1068292 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1068608.125000 Penalty: 10673.130859 Iteration 2F: 3 clusters Score -1068608 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1068774.750000 Penalty: 10673.130859 Iteration 3Q: 3 clusters Score -1068775 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1068876.000000 Penalty: 10673.130859 Iteration 4Q: 3 clusters Score -1068876 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1068955.125000 Penalty: 10673.130859 Iteration 5Q: 3 clusters Score -1068955 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1069011.750000 Penalty: 10673.130859 Iteration 6Q: 3 clusters Score -1069012 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -1069076.250000 Penalty: 10673.130859 Iteration 7Q: 3 clusters Score -1069076 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1069134.250000 Penalty: 10673.130859 Iteration 8Q: 3 clusters Score -1069134 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1069184.875000 Penalty: 10673.130859 Iteration 9Q: 3 clusters Score -1069185 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1069237.875000 Penalty: 10673.130859 Iteration 10Q: 3 clusters Score -1069238 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1069272.250000 Penalty: 10673.130859 Iteration 11Q: 3 clusters Score -1069272 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1069312.250000 Penalty: 10673.130859 Iteration 12Q: 3 clusters Score -1069312 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1069334.000000 Penalty: 10673.130859 Iteration 13Q: 3 clusters Score -1069334 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1069362.125000 Penalty: 10673.130859 Iteration 14Q: 3 clusters Score -1069362 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1069382.375000 Penalty: 10673.130859 Iteration 15Q: 3 clusters Score -1069382 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1069397.875000 Penalty: 10673.130859 Iteration 16Q: 3 clusters Score -1069398 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1069408.125000 Penalty: 10673.130859 Iteration 17Q: 3 clusters Score -1069408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1069420.375000 Penalty: 10673.130859 Iteration 18Q: 3 clusters Score -1069420 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1069427.250000 Penalty: 10673.130859 Iteration 19Q: 3 clusters Score -1069427 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1069434.375000 Penalty: 10673.130859 Iteration 20F: 3 clusters Score -1069434 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1069445.875000 Penalty: 10673.130859 Iteration 21Q: 3 clusters Score -1069446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1069450.875000 Penalty: 10673.130859 Iteration 22Q: 3 clusters Score -1069451 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1069458.750000 Penalty: 10673.130859 Iteration 23Q: 3 clusters Score -1069459 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1069469.625000 Penalty: 10673.130859 Iteration 24Q: 3 clusters Score -1069470 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1069480.750000 Penalty: 10673.130859 Iteration 25Q: 3 clusters Score -1069481 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1069491.625000 Penalty: 10673.130859 Iteration 26Q: 3 clusters Score -1069492 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -1069508.500000 Penalty: 10673.130859 Iteration 27Q: 3 clusters Score -1069508 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1069520.000000 Penalty: 10673.130859 Iteration 28Q: 3 clusters Score -1069520 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1069531.875000 Penalty: 10673.130859 Iteration 29Q: 3 clusters Score -1069532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1069543.500000 Penalty: 10673.130859 Iteration 30Q: 3 clusters Score -1069544 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1069552.000000 Penalty: 10673.130859 Iteration 31Q: 3 clusters Score -1069552 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1069557.125000 Penalty: 10673.130859 Iteration 32Q: 3 clusters Score -1069557 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1069560.500000 Penalty: 10673.130859 Iteration 33Q: 3 clusters Score -1069560 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1069566.250000 Penalty: 10673.130859 Iteration 34Q: 3 clusters Score -1069566 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1069572.500000 Penalty: 10673.130859 Iteration 35Q: 3 clusters Score -1069572 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1069585.625000 Penalty: 10673.130859 Iteration 36Q: 3 clusters Score -1069586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1069592.125000 Penalty: 10673.130859 Iteration 37Q: 3 clusters Score -1069592 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1069602.250000 Penalty: 10673.130859 Iteration 38Q: 3 clusters Score -1069602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1069614.000000 Penalty: 10673.130859 Iteration 39Q: 3 clusters Score -1069614 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1069625.250000 Penalty: 10673.130859 Iteration 40F: 3 clusters Score -1069625 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1069641.250000 Penalty: 10673.130859 Iteration 41Q: 3 clusters Score -1069641 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1069658.500000 Penalty: 10673.130859 Iteration 42Q: 3 clusters Score -1069658 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1069677.250000 Penalty: 10673.130859 Iteration 43Q: 3 clusters Score -1069677 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1069697.000000 Penalty: 10673.130859 Iteration 44Q: 3 clusters Score -1069697 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1069714.625000 Penalty: 10673.130859 Iteration 45Q: 3 clusters Score -1069715 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1069733.625000 Penalty: 10673.130859 Iteration 46Q: 3 clusters Score -1069734 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -1069752.000000 Penalty: 10673.130859 Iteration 47Q: 3 clusters Score -1069752 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1069774.875000 Penalty: 10673.130859 Iteration 48Q: 3 clusters Score -1069775 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1069804.125000 Penalty: 10673.130859 Iteration 49Q: 3 clusters Score -1069804 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1069838.625000 Penalty: 10673.130859 Iteration 50Q: 3 clusters Score -1069839 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1069884.000000 Penalty: 10673.130859 Iteration 51Q: 3 clusters Score -1069884 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -1069941.875000 Penalty: 10673.130859 Iteration 52Q: 3 clusters Score -1069942 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1069991.625000 Penalty: 10673.130859 Iteration 53Q: 3 clusters Score -1069992 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1070044.125000 Penalty: 10673.130859 Iteration 54Q: 3 clusters Score -1070044 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1070096.125000 Penalty: 10673.130859 Iteration 55Q: 3 clusters Score -1070096 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1070143.125000 Penalty: 10673.130859 Iteration 56Q: 3 clusters Score -1070143 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1070179.500000 Penalty: 10673.130859 Iteration 57Q: 3 clusters Score -1070180 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1070213.750000 Penalty: 10673.130859 Iteration 58Q: 3 clusters Score -1070214 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1070253.375000 Penalty: 10673.130859 Iteration 59Q: 3 clusters Score -1070253 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1070292.250000 Penalty: 10673.130859 Iteration 60F: 3 clusters Score -1070292 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1070337.750000 Penalty: 10673.130859 Iteration 61Q: 3 clusters Score -1070338 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1070372.500000 Penalty: 10673.130859 Iteration 62Q: 3 clusters Score -1070372 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1070409.875000 Penalty: 10673.130859 Iteration 63Q: 3 clusters Score -1070410 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1070428.875000 Penalty: 10673.130859 Iteration 64Q: 3 clusters Score -1070429 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1070453.500000 Penalty: 10673.130859 Iteration 65Q: 3 clusters Score -1070454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1070472.750000 Penalty: 10673.130859 Iteration 66Q: 3 clusters Score -1070473 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1070492.375000 Penalty: 10673.130859 Iteration 67Q: 3 clusters Score -1070492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1070509.750000 Penalty: 10673.130859 Iteration 68Q: 3 clusters Score -1070510 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1070520.125000 Penalty: 10673.130859 Iteration 69Q: 3 clusters Score -1070520 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1070536.625000 Penalty: 10673.130859 Iteration 70Q: 3 clusters Score -1070537 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1070552.500000 Penalty: 10673.130859 Iteration 71Q: 3 clusters Score -1070552 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1070564.875000 Penalty: 10673.130859 Iteration 72Q: 3 clusters Score -1070565 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -1070573.375000 Penalty: 10673.130859 Iteration 73Q: 3 clusters Score -1070573 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1070580.375000 Penalty: 10673.130859 Iteration 74Q: 3 clusters Score -1070580 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1070591.375000 Penalty: 10673.130859 Iteration 75Q: 3 clusters Score -1070591 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1070601.125000 Penalty: 10673.130859 Iteration 76Q: 3 clusters Score -1070601 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1070607.500000 Penalty: 10673.130859 Iteration 77Q: 3 clusters Score -1070608 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1070613.375000 Penalty: 10673.130859 Iteration 78Q: 3 clusters Score -1070613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1070619.625000 Penalty: 10673.130859 Iteration 79Q: 3 clusters Score -1070620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1070620.000000 Penalty: 10673.130859 Iteration 80F: 3 clusters Score -1070620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1070622.750000 Penalty: 10673.130859 Iteration 81Q: 3 clusters Score -1070623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1070624.625000 Penalty: 10673.130859 Iteration 82Q: 3 clusters Score -1070625 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1070628.625000 Penalty: 10673.130859 Iteration 83Q: 3 clusters Score -1070629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1070628.625000 Penalty: 10673.130859 Iteration 84F: 3 clusters Score -1070629 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (101849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101849 members Entering Unmasked Estep Score: -18128010.000000 Penalty: 7062.888184 Iteration 0F: 2 clusters Score -1.812801e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51035 members Mstep: Class 2 contains 50814 members Entering Unmasked Estep Score: -18058898.000000 Penalty: 14125.776367 Iteration 0F: 3 clusters Score -1.80589e+07 nChanged 46588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51377 members Mstep: Class 2 contains 50472 members Entering Unmasked Estep Score: -18084248.000000 Penalty: 14125.776367 Iteration 1F: 3 clusters Score -1.808425e+07 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51530 members Mstep: Class 2 contains 50319 members Entering Unmasked Estep Score: -18085348.000000 Penalty: 14125.776367 Iteration 2Q: 3 clusters Score -1.808535e+07 nChanged 3571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51691 members Mstep: Class 2 contains 50158 members Entering Unmasked Estep Score: -18086250.000000 Penalty: 14125.776367 Iteration 3Q: 3 clusters Score -1.808625e+07 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51872 members Mstep: Class 2 contains 49977 members Entering Unmasked Estep Score: -18087172.000000 Penalty: 14125.776367 Iteration 4Q: 3 clusters Score -1.808717e+07 nChanged 3208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52140 members Mstep: Class 2 contains 49709 members Entering Unmasked Estep Score: -18088016.000000 Penalty: 14125.776367 Iteration 5Q: 3 clusters Score -1.808802e+07 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52659 members Mstep: Class 2 contains 49190 members Entering Unmasked Estep Score: -18088892.000000 Penalty: 14125.776367 Iteration 6Q: 3 clusters Score -1.808889e+07 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53164 members Mstep: Class 2 contains 48685 members Entering Unmasked Estep Score: -18089922.000000 Penalty: 14125.776367 Iteration 7Q: 3 clusters Score -1.808992e+07 nChanged 3459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53793 members Mstep: Class 2 contains 48056 members Entering Unmasked Estep Score: -18091210.000000 Penalty: 14125.776367 Iteration 8Q: 3 clusters Score -1.809121e+07 nChanged 3902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54539 members Mstep: Class 2 contains 47310 members Entering Unmasked Estep Score: -18092968.000000 Penalty: 14125.776367 Iteration 9Q: 3 clusters Score -1.809297e+07 nChanged 4380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55361 members Mstep: Class 2 contains 46488 members Entering Unmasked Estep Score: -18095250.000000 Penalty: 14125.776367 Iteration 10Q: 3 clusters Score -1.809525e+07 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56354 members Mstep: Class 2 contains 45495 members Entering Unmasked Estep Score: -18097962.000000 Penalty: 14125.776367 Iteration 11Q: 3 clusters Score -1.809796e+07 nChanged 5016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57346 members Mstep: Class 2 contains 44503 members Entering Unmasked Estep Score: -18100476.000000 Penalty: 14125.776367 Iteration 12Q: 3 clusters Score -1.810048e+07 nChanged 4863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58471 members Mstep: Class 2 contains 43378 members Entering Unmasked Estep Score: -18102802.000000 Penalty: 14125.776367 Iteration 13Q: 3 clusters Score -1.81028e+07 nChanged 4288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59667 members Mstep: Class 2 contains 42182 members Entering Unmasked Estep Score: -18104582.000000 Penalty: 14125.776367 Iteration 14Q: 3 clusters Score -1.810458e+07 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60989 members Mstep: Class 2 contains 40860 members Entering Unmasked Estep Score: -18105798.000000 Penalty: 14125.776367 Iteration 15Q: 3 clusters Score -1.81058e+07 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62532 members Mstep: Class 2 contains 39317 members Entering Unmasked Estep Score: -18106784.000000 Penalty: 14125.776367 Iteration 16Q: 3 clusters Score -1.810678e+07 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64303 members Mstep: Class 2 contains 37546 members Entering Unmasked Estep Score: -18107826.000000 Penalty: 14125.776367 Iteration 17Q: 3 clusters Score -1.810783e+07 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66285 members Mstep: Class 2 contains 35564 members Entering Unmasked Estep Score: -18108520.000000 Penalty: 14125.776367 Iteration 18Q: 3 clusters Score -1.810852e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68331 members Mstep: Class 2 contains 33518 members Entering Unmasked Estep Score: -18109298.000000 Penalty: 14125.776367 Iteration 19Q: 3 clusters Score -1.81093e+07 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70534 members Mstep: Class 2 contains 31315 members Entering Unmasked Estep Score: -18110084.000000 Penalty: 14125.776367 Iteration 20F: 3 clusters Score -1.811008e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72802 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -18110854.000000 Penalty: 14125.776367 Iteration 21Q: 3 clusters Score -1.811085e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75282 members Mstep: Class 2 contains 26567 members Entering Unmasked Estep Score: -18111796.000000 Penalty: 14125.776367 Iteration 22Q: 3 clusters Score -1.81118e+07 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77883 members Mstep: Class 2 contains 23966 members Entering Unmasked Estep Score: -18112732.000000 Penalty: 14125.776367 Iteration 23Q: 3 clusters Score -1.811273e+07 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80521 members Mstep: Class 2 contains 21328 members Entering Unmasked Estep Score: -18113610.000000 Penalty: 14125.776367 Iteration 24Q: 3 clusters Score -1.811361e+07 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83144 members Mstep: Class 2 contains 18705 members Entering Unmasked Estep Score: -18114696.000000 Penalty: 14125.776367 Iteration 25Q: 3 clusters Score -1.81147e+07 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85732 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -18115738.000000 Penalty: 14125.776367 Iteration 26Q: 3 clusters Score -1.811574e+07 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88162 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -18116778.000000 Penalty: 14125.776367 Iteration 27Q: 3 clusters Score -1.811678e+07 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90367 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -18117764.000000 Penalty: 14125.776367 Iteration 28Q: 3 clusters Score -1.811776e+07 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92293 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -18118584.000000 Penalty: 14125.776367 Iteration 29Q: 3 clusters Score -1.811858e+07 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93911 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -18119410.000000 Penalty: 14125.776367 Iteration 30Q: 3 clusters Score -1.811941e+07 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95227 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -18119974.000000 Penalty: 14125.776367 Iteration 31Q: 3 clusters Score -1.811997e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96247 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -18120428.000000 Penalty: 14125.776367 Iteration 32Q: 3 clusters Score -1.812043e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97045 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -18120844.000000 Penalty: 14125.776367 Iteration 33Q: 3 clusters Score -1.812084e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97655 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -18121166.000000 Penalty: 14125.776367 Iteration 34Q: 3 clusters Score -1.812117e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98143 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -18121398.000000 Penalty: 14125.776367 Iteration 35Q: 3 clusters Score -1.81214e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98492 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -18121570.000000 Penalty: 14125.776367 Iteration 36Q: 3 clusters Score -1.812157e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98766 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -18121708.000000 Penalty: 14125.776367 Iteration 37Q: 3 clusters Score -1.812171e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98975 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -18121762.000000 Penalty: 14125.776367 Iteration 38Q: 3 clusters Score -1.812176e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99149 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -18121888.000000 Penalty: 14125.776367 Iteration 39Q: 3 clusters Score -1.812189e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99278 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -18122008.000000 Penalty: 14125.776367 Iteration 40F: 3 clusters Score -1.812201e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99410 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -18122078.000000 Penalty: 14125.776367 Iteration 41Q: 3 clusters Score -1.812208e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99510 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -18122126.000000 Penalty: 14125.776367 Iteration 42Q: 3 clusters Score -1.812213e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99584 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -18122148.000000 Penalty: 14125.776367 Iteration 43Q: 3 clusters Score -1.812215e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99648 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -18122200.000000 Penalty: 14125.776367 Iteration 44Q: 3 clusters Score -1.81222e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99703 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -18122214.000000 Penalty: 14125.776367 Iteration 45Q: 3 clusters Score -1.812221e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99756 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -18122248.000000 Penalty: 14125.776367 Iteration 46Q: 3 clusters Score -1.812225e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99797 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -18122282.000000 Penalty: 14125.776367 Iteration 47Q: 3 clusters Score -1.812228e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99828 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -18122312.000000 Penalty: 14125.776367 Iteration 48Q: 3 clusters Score -1.812231e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99857 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -18122342.000000 Penalty: 14125.776367 Iteration 49Q: 3 clusters Score -1.812234e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99883 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -18122374.000000 Penalty: 14125.776367 Iteration 50Q: 3 clusters Score -1.812237e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99903 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -18122376.000000 Penalty: 14125.776367 Iteration 51Q: 3 clusters Score -1.812238e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99920 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -18122390.000000 Penalty: 14125.776367 Iteration 52Q: 3 clusters Score -1.812239e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99934 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -18122386.000000 Penalty: 14125.776367 Iteration 53Q: 3 clusters Score -1.812239e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99945 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -18122386.000000 Penalty: 14125.776367 Iteration 54Q: 3 clusters Score -1.812239e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99950 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -18122380.000000 Penalty: 14125.776367 Iteration 55Q: 3 clusters Score -1.812238e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99958 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -18122400.000000 Penalty: 14125.776367 Iteration 56Q: 3 clusters Score -1.81224e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99963 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -18122392.000000 Penalty: 14125.776367 Iteration 57Q: 3 clusters Score -1.812239e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99971 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -18122398.000000 Penalty: 14125.776367 Iteration 58Q: 3 clusters Score -1.81224e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99973 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -18122396.000000 Penalty: 14125.776367 Iteration 59Q: 3 clusters Score -1.81224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99975 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -18122392.000000 Penalty: 14125.776367 Iteration 60F: 3 clusters Score -1.812239e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99978 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -18122400.000000 Penalty: 14125.776367 Iteration 61Q: 3 clusters Score -1.81224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99980 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -18122404.000000 Penalty: 14125.776367 Iteration 62Q: 3 clusters Score -1.81224e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99981 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -18122402.000000 Penalty: 14125.776367 Iteration 63Q: 3 clusters Score -1.81224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99983 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -18122400.000000 Penalty: 14125.776367 Iteration 64Q: 3 clusters Score -1.81224e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99984 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -18122406.000000 Penalty: 14125.776367 Iteration 65Q: 3 clusters Score -1.812241e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99985 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -18122404.000000 Penalty: 14125.776367 Iteration 66Q: 3 clusters Score -1.81224e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99985 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -18122404.000000 Penalty: 14125.776367 Iteration 67F: 3 clusters Score -1.81224e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46639 members Entering Unmasked Estep Score: -8276550.000000 Penalty: 6584.493164 Iteration 0F: 2 clusters Score -8276550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 23437 members Entering Unmasked Estep Score: -8242923.000000 Penalty: 13168.986328 Iteration 0F: 3 clusters Score -8242923 nChanged 20406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22658 members Mstep: Class 2 contains 23981 members Entering Unmasked Estep Score: -8253881.000000 Penalty: 13168.986328 Iteration 1F: 3 clusters Score -8253881 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22270 members Mstep: Class 2 contains 24369 members Entering Unmasked Estep Score: -8254850.500000 Penalty: 13168.986328 Iteration 2F: 3 clusters Score -8254850 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21836 members Mstep: Class 2 contains 24803 members Entering Unmasked Estep Score: -8255602.000000 Penalty: 13168.986328 Iteration 3Q: 3 clusters Score -8255602 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21387 members Mstep: Class 2 contains 25252 members Entering Unmasked Estep Score: -8256295.000000 Penalty: 13168.986328 Iteration 4Q: 3 clusters Score -8256295 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20918 members Mstep: Class 2 contains 25721 members Entering Unmasked Estep Score: -8256800.000000 Penalty: 13168.986328 Iteration 5Q: 3 clusters Score -8256800 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20389 members Mstep: Class 2 contains 26250 members Entering Unmasked Estep Score: -8257415.500000 Penalty: 13168.986328 Iteration 6Q: 3 clusters Score -8257416 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19774 members Mstep: Class 2 contains 26865 members Entering Unmasked Estep Score: -8258060.500000 Penalty: 13168.986328 Iteration 7Q: 3 clusters Score -8258060 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 27600 members Entering Unmasked Estep Score: -8258959.500000 Penalty: 13168.986328 Iteration 8Q: 3 clusters Score -8258960 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18254 members Mstep: Class 2 contains 28385 members Entering Unmasked Estep Score: -8260178.500000 Penalty: 13168.986328 Iteration 9Q: 3 clusters Score -8260178 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17394 members Mstep: Class 2 contains 29245 members Entering Unmasked Estep Score: -8261874.000000 Penalty: 13168.986328 Iteration 10Q: 3 clusters Score -8261874 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 30119 members Entering Unmasked Estep Score: -8263857.500000 Penalty: 13168.986328 Iteration 11F: 3 clusters Score -8263858 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15660 members Mstep: Class 2 contains 30979 members Entering Unmasked Estep Score: -8265886.500000 Penalty: 13168.986328 Iteration 12F: 3 clusters Score -8265886 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 31773 members Entering Unmasked Estep Score: -8267546.000000 Penalty: 13168.986328 Iteration 13F: 3 clusters Score -8267546 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 32518 members Entering Unmasked Estep Score: -8268629.500000 Penalty: 13168.986328 Iteration 14Q: 3 clusters Score -8268630 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 33271 members Entering Unmasked Estep Score: -8269290.500000 Penalty: 13168.986328 Iteration 15Q: 3 clusters Score -8269290 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12685 members Mstep: Class 2 contains 33954 members Entering Unmasked Estep Score: -8269734.000000 Penalty: 13168.986328 Iteration 16Q: 3 clusters Score -8269734 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 34652 members Entering Unmasked Estep Score: -8270111.000000 Penalty: 13168.986328 Iteration 17Q: 3 clusters Score -8270111 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 35282 members Entering Unmasked Estep Score: -8270361.000000 Penalty: 13168.986328 Iteration 18Q: 3 clusters Score -8270361 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 35830 members Entering Unmasked Estep Score: -8270566.500000 Penalty: 13168.986328 Iteration 19Q: 3 clusters Score -8270566 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 36352 members Entering Unmasked Estep Score: -8270744.000000 Penalty: 13168.986328 Iteration 20F: 3 clusters Score -8270744 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 36812 members Entering Unmasked Estep Score: -8270852.500000 Penalty: 13168.986328 Iteration 21Q: 3 clusters Score -8270852 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 37191 members Entering Unmasked Estep Score: -8270961.000000 Penalty: 13168.986328 Iteration 22Q: 3 clusters Score -8270961 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 37513 members Entering Unmasked Estep Score: -8271027.500000 Penalty: 13168.986328 Iteration 23Q: 3 clusters Score -8271028 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 37803 members Entering Unmasked Estep Score: -8271144.000000 Penalty: 13168.986328 Iteration 24Q: 3 clusters Score -8271144 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 38075 members Entering Unmasked Estep Score: -8271170.500000 Penalty: 13168.986328 Iteration 25Q: 3 clusters Score -8271170 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 38288 members Entering Unmasked Estep Score: -8271225.000000 Penalty: 13168.986328 Iteration 26Q: 3 clusters Score -8271225 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 38472 members Entering Unmasked Estep Score: -8271247.000000 Penalty: 13168.986328 Iteration 27Q: 3 clusters Score -8271247 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 38633 members Entering Unmasked Estep Score: -8271306.000000 Penalty: 13168.986328 Iteration 28Q: 3 clusters Score -8271306 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 38791 members Entering Unmasked Estep Score: -8271340.500000 Penalty: 13168.986328 Iteration 29Q: 3 clusters Score -8271340 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 38930 members Entering Unmasked Estep Score: -8271372.500000 Penalty: 13168.986328 Iteration 30Q: 3 clusters Score -8271372 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 39063 members Entering Unmasked Estep Score: -8271384.500000 Penalty: 13168.986328 Iteration 31Q: 3 clusters Score -8271384 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 39172 members Entering Unmasked Estep Score: -8271405.500000 Penalty: 13168.986328 Iteration 32Q: 3 clusters Score -8271406 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 39283 members Entering Unmasked Estep Score: -8271448.000000 Penalty: 13168.986328 Iteration 33Q: 3 clusters Score -8271448 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 39384 members Entering Unmasked Estep Score: -8271454.000000 Penalty: 13168.986328 Iteration 34Q: 3 clusters Score -8271454 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 39481 members Entering Unmasked Estep Score: -8271445.000000 Penalty: 13168.986328 Iteration 35Q: 3 clusters Score -8271445 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 39563 members Entering Unmasked Estep Score: -8271460.000000 Penalty: 13168.986328 Iteration 36Q: 3 clusters Score -8271460 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 39637 members Entering Unmasked Estep Score: -8271486.500000 Penalty: 13168.986328 Iteration 37Q: 3 clusters Score -8271486 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 39701 members Entering Unmasked Estep Score: -8271506.000000 Penalty: 13168.986328 Iteration 38Q: 3 clusters Score -8271506 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 39760 members Entering Unmasked Estep Score: -8271503.000000 Penalty: 13168.986328 Iteration 39Q: 3 clusters Score -8271503 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -8271512.000000 Penalty: 13168.986328 Iteration 40F: 3 clusters Score -8271512 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 39866 members Entering Unmasked Estep Score: -8271523.000000 Penalty: 13168.986328 Iteration 41Q: 3 clusters Score -8271523 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 39927 members Entering Unmasked Estep Score: -8271532.500000 Penalty: 13168.986328 Iteration 42Q: 3 clusters Score -8271532 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 39982 members Entering Unmasked Estep Score: -8271542.500000 Penalty: 13168.986328 Iteration 43Q: 3 clusters Score -8271542 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 40033 members Entering Unmasked Estep Score: -8271557.500000 Penalty: 13168.986328 Iteration 44Q: 3 clusters Score -8271558 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 40087 members Entering Unmasked Estep Score: -8271597.500000 Penalty: 13168.986328 Iteration 45Q: 3 clusters Score -8271598 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 40129 members Entering Unmasked Estep Score: -8271593.500000 Penalty: 13168.986328 Iteration 46Q: 3 clusters Score -8271594 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 40167 members Entering Unmasked Estep Score: -8271582.000000 Penalty: 13168.986328 Iteration 47Q: 3 clusters Score -8271582 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 40208 members Entering Unmasked Estep Score: -8271573.500000 Penalty: 13168.986328 Iteration 48Q: 3 clusters Score -8271574 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 40250 members Entering Unmasked Estep Score: -8271586.500000 Penalty: 13168.986328 Iteration 49Q: 3 clusters Score -8271586 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 40284 members Entering Unmasked Estep Score: -8271599.000000 Penalty: 13168.986328 Iteration 50Q: 3 clusters Score -8271599 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 40303 members Entering Unmasked Estep Score: -8271600.000000 Penalty: 13168.986328 Iteration 51Q: 3 clusters Score -8271600 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 40324 members Entering Unmasked Estep Score: -8271612.500000 Penalty: 13168.986328 Iteration 52Q: 3 clusters Score -8271612 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 40351 members Entering Unmasked Estep Score: -8271621.000000 Penalty: 13168.986328 Iteration 53Q: 3 clusters Score -8271621 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 40372 members Entering Unmasked Estep Score: -8271628.000000 Penalty: 13168.986328 Iteration 54Q: 3 clusters Score -8271628 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 40391 members Entering Unmasked Estep Score: -8271615.000000 Penalty: 13168.986328 Iteration 55Q: 3 clusters Score -8271615 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 40409 members Entering Unmasked Estep Score: -8271617.500000 Penalty: 13168.986328 Iteration 56Q: 3 clusters Score -8271618 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 40421 members Entering Unmasked Estep Score: -8271619.000000 Penalty: 13168.986328 Iteration 57Q: 3 clusters Score -8271619 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -8271610.500000 Penalty: 13168.986328 Iteration 58Q: 3 clusters Score -8271610 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 40455 members Entering Unmasked Estep Score: -8271625.500000 Penalty: 13168.986328 Iteration 59Q: 3 clusters Score -8271626 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 40469 members Entering Unmasked Estep Score: -8271624.500000 Penalty: 13168.986328 Iteration 60F: 3 clusters Score -8271624 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 40481 members Entering Unmasked Estep Score: -8271635.000000 Penalty: 13168.986328 Iteration 61Q: 3 clusters Score -8271635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 40493 members Entering Unmasked Estep Score: -8271638.500000 Penalty: 13168.986328 Iteration 62Q: 3 clusters Score -8271638 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 40511 members Entering Unmasked Estep Score: -8271634.000000 Penalty: 13168.986328 Iteration 63Q: 3 clusters Score -8271634 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 40525 members Entering Unmasked Estep Score: -8271629.500000 Penalty: 13168.986328 Iteration 64Q: 3 clusters Score -8271630 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 40536 members Entering Unmasked Estep Score: -8271640.500000 Penalty: 13168.986328 Iteration 65Q: 3 clusters Score -8271640 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 40552 members Entering Unmasked Estep Score: -8271659.500000 Penalty: 13168.986328 Iteration 66Q: 3 clusters Score -8271660 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 40568 members Entering Unmasked Estep Score: -8271656.500000 Penalty: 13168.986328 Iteration 67Q: 3 clusters Score -8271656 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 40582 members Entering Unmasked Estep Score: -8271645.500000 Penalty: 13168.986328 Iteration 68Q: 3 clusters Score -8271646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 40591 members Entering Unmasked Estep Score: -8271652.000000 Penalty: 13168.986328 Iteration 69Q: 3 clusters Score -8271652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 40598 members Entering Unmasked Estep Score: -8271647.000000 Penalty: 13168.986328 Iteration 70Q: 3 clusters Score -8271647 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 40609 members Entering Unmasked Estep Score: -8271653.500000 Penalty: 13168.986328 Iteration 71Q: 3 clusters Score -8271654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 40619 members Entering Unmasked Estep Score: -8271658.500000 Penalty: 13168.986328 Iteration 72Q: 3 clusters Score -8271658 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 40631 members Entering Unmasked Estep Score: -8271662.000000 Penalty: 13168.986328 Iteration 73Q: 3 clusters Score -8271662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 40641 members Entering Unmasked Estep Score: -8271659.000000 Penalty: 13168.986328 Iteration 74Q: 3 clusters Score -8271659 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 40648 members Entering Unmasked Estep Score: -8271663.500000 Penalty: 13168.986328 Iteration 75Q: 3 clusters Score -8271664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 40650 members Entering Unmasked Estep Score: -8271672.500000 Penalty: 13168.986328 Iteration 76Q: 3 clusters Score -8271672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 40652 members Entering Unmasked Estep Score: -8271673.000000 Penalty: 13168.986328 Iteration 77Q: 3 clusters Score -8271673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 40654 members Entering Unmasked Estep Score: -8271668.500000 Penalty: 13168.986328 Iteration 78Q: 3 clusters Score -8271668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 40655 members Entering Unmasked Estep Score: -8271666.500000 Penalty: 13168.986328 Iteration 79Q: 3 clusters Score -8271666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 40656 members Entering Unmasked Estep Score: -8271664.000000 Penalty: 13168.986328 Iteration 80F: 3 clusters Score -8271664 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Entering Unmasked Estep Score: -75311.421875 Penalty: 3777.604004 Iteration 0F: 2 clusters Score -75311.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -71990.804688 Penalty: 7555.208008 Iteration 0F: 3 clusters Score -71990.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -72173.125000 Penalty: 7555.208008 Iteration 1F: 3 clusters Score -72173.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -72214.468750 Penalty: 7555.208008 Iteration 2Q: 3 clusters Score -72214.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -72250.664062 Penalty: 7555.208008 Iteration 3Q: 3 clusters Score -72250.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -72303.585938 Penalty: 7555.208008 Iteration 4Q: 3 clusters Score -72303.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72326.414062 Penalty: 7555.208008 Iteration 5Q: 3 clusters Score -72326.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72326.429688 Penalty: 7555.208008 Iteration 6F: 3 clusters Score -72326.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -72338.562500 Penalty: 7555.208008 Iteration 7Q: 3 clusters Score -72338.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72357.953125 Penalty: 7555.208008 Iteration 8Q: 3 clusters Score -72357.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72357.953125 Penalty: 7555.208008 Iteration 9F: 3 clusters Score -72357.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25087 members Entering Unmasked Estep Score: -4361016.500000 Penalty: 6204.689453 Iteration 0F: 2 clusters Score -4361016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -4341265.500000 Penalty: 12409.378906 Iteration 0F: 3 clusters Score -4341266 nChanged 10449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -4346896.500000 Penalty: 12409.378906 Iteration 1F: 3 clusters Score -4346896 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -4347662.000000 Penalty: 12409.378906 Iteration 2F: 3 clusters Score -4347662 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 12955 members Entering Unmasked Estep Score: -4348123.000000 Penalty: 12409.378906 Iteration 3Q: 3 clusters Score -4348123 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 13099 members Entering Unmasked Estep Score: -4348420.000000 Penalty: 12409.378906 Iteration 4Q: 3 clusters Score -4348420 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -4348627.500000 Penalty: 12409.378906 Iteration 5Q: 3 clusters Score -4348628 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 13382 members Entering Unmasked Estep Score: -4348820.000000 Penalty: 12409.378906 Iteration 6Q: 3 clusters Score -4348820 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -4348994.000000 Penalty: 12409.378906 Iteration 7Q: 3 clusters Score -4348994 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -4349167.500000 Penalty: 12409.378906 Iteration 8Q: 3 clusters Score -4349168 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -4349306.500000 Penalty: 12409.378906 Iteration 9Q: 3 clusters Score -4349306 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -4349443.000000 Penalty: 12409.378906 Iteration 10Q: 3 clusters Score -4349443 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -4349609.000000 Penalty: 12409.378906 Iteration 11Q: 3 clusters Score -4349609 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -4349790.500000 Penalty: 12409.378906 Iteration 12Q: 3 clusters Score -4349790 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -4350000.500000 Penalty: 12409.378906 Iteration 13Q: 3 clusters Score -4350000 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 15617 members Entering Unmasked Estep Score: -4350209.500000 Penalty: 12409.378906 Iteration 14Q: 3 clusters Score -4350210 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 16161 members Entering Unmasked Estep Score: -4350536.000000 Penalty: 12409.378906 Iteration 15Q: 3 clusters Score -4350536 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 16825 members Entering Unmasked Estep Score: -4350930.000000 Penalty: 12409.378906 Iteration 16Q: 3 clusters Score -4350930 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -4351374.000000 Penalty: 12409.378906 Iteration 17Q: 3 clusters Score -4351374 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 18328 members Entering Unmasked Estep Score: -4351863.000000 Penalty: 12409.378906 Iteration 18Q: 3 clusters Score -4351863 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 19117 members Entering Unmasked Estep Score: -4352370.000000 Penalty: 12409.378906 Iteration 19Q: 3 clusters Score -4352370 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -4352919.500000 Penalty: 12409.378906 Iteration 20F: 3 clusters Score -4352920 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 20564 members Entering Unmasked Estep Score: -4353425.000000 Penalty: 12409.378906 Iteration 21Q: 3 clusters Score -4353425 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 21151 members Entering Unmasked Estep Score: -4353867.500000 Penalty: 12409.378906 Iteration 22Q: 3 clusters Score -4353868 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 21623 members Entering Unmasked Estep Score: -4354235.000000 Penalty: 12409.378906 Iteration 23Q: 3 clusters Score -4354235 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 22028 members Entering Unmasked Estep Score: -4354544.500000 Penalty: 12409.378906 Iteration 24Q: 3 clusters Score -4354544 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 22354 members Entering Unmasked Estep Score: -4354804.000000 Penalty: 12409.378906 Iteration 25Q: 3 clusters Score -4354804 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -4354997.000000 Penalty: 12409.378906 Iteration 26Q: 3 clusters Score -4354997 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 22780 members Entering Unmasked Estep Score: -4355152.500000 Penalty: 12409.378906 Iteration 27Q: 3 clusters Score -4355152 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 22923 members Entering Unmasked Estep Score: -4355278.500000 Penalty: 12409.378906 Iteration 28Q: 3 clusters Score -4355278 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 23016 members Entering Unmasked Estep Score: -4355364.500000 Penalty: 12409.378906 Iteration 29Q: 3 clusters Score -4355364 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -4355447.000000 Penalty: 12409.378906 Iteration 30Q: 3 clusters Score -4355447 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 23140 members Entering Unmasked Estep Score: -4355504.500000 Penalty: 12409.378906 Iteration 31Q: 3 clusters Score -4355504 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -4355568.000000 Penalty: 12409.378906 Iteration 32Q: 3 clusters Score -4355568 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 23220 members Entering Unmasked Estep Score: -4355607.500000 Penalty: 12409.378906 Iteration 33Q: 3 clusters Score -4355608 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -4355629.000000 Penalty: 12409.378906 Iteration 34Q: 3 clusters Score -4355629 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 23275 members Entering Unmasked Estep Score: -4355641.000000 Penalty: 12409.378906 Iteration 35Q: 3 clusters Score -4355641 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -4355647.000000 Penalty: 12409.378906 Iteration 36Q: 3 clusters Score -4355647 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 23311 members Entering Unmasked Estep Score: -4355656.500000 Penalty: 12409.378906 Iteration 37Q: 3 clusters Score -4355656 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 23324 members Entering Unmasked Estep Score: -4355667.500000 Penalty: 12409.378906 Iteration 38Q: 3 clusters Score -4355668 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 23341 members Entering Unmasked Estep Score: -4355685.500000 Penalty: 12409.378906 Iteration 39Q: 3 clusters Score -4355686 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 23358 members Entering Unmasked Estep Score: -4355698.500000 Penalty: 12409.378906 Iteration 40F: 3 clusters Score -4355698 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 23374 members Entering Unmasked Estep Score: -4355727.000000 Penalty: 12409.378906 Iteration 41Q: 3 clusters Score -4355727 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 23388 members Entering Unmasked Estep Score: -4355745.500000 Penalty: 12409.378906 Iteration 42Q: 3 clusters Score -4355746 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 23401 members Entering Unmasked Estep Score: -4355768.500000 Penalty: 12409.378906 Iteration 43Q: 3 clusters Score -4355768 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -4355781.000000 Penalty: 12409.378906 Iteration 44Q: 3 clusters Score -4355781 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 23423 members Entering Unmasked Estep Score: -4355781.500000 Penalty: 12409.378906 Iteration 45Q: 3 clusters Score -4355782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 23424 members Entering Unmasked Estep Score: -4355783.500000 Penalty: 12409.378906 Iteration 46Q: 3 clusters Score -4355784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 23426 members Entering Unmasked Estep Score: -4355789.500000 Penalty: 12409.378906 Iteration 47Q: 3 clusters Score -4355790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 23426 members Entering Unmasked Estep Score: -4355789.500000 Penalty: 12409.378906 Iteration 48Q: 3 clusters Score -4355790 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 23426 members Entering Unmasked Estep Score: -4355789.500000 Penalty: 12409.378906 Iteration 49F: 3 clusters Score -4355790 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Entering Unmasked Estep Score: -678780.562500 Penalty: 5092.834473 Iteration 0F: 2 clusters Score -678780.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -672400.250000 Penalty: 10185.668945 Iteration 0F: 3 clusters Score -672400.2 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -673590.312500 Penalty: 10185.668945 Iteration 1F: 3 clusters Score -673590.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -673986.062500 Penalty: 10185.668945 Iteration 2F: 3 clusters Score -673986.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -674266.187500 Penalty: 10185.668945 Iteration 3Q: 3 clusters Score -674266.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -674523.812500 Penalty: 10185.668945 Iteration 4Q: 3 clusters Score -674523.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -674785.062500 Penalty: 10185.668945 Iteration 5Q: 3 clusters Score -674785.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -674900.875000 Penalty: 10185.668945 Iteration 6Q: 3 clusters Score -674900.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -674984.437500 Penalty: 10185.668945 Iteration 7Q: 3 clusters Score -674984.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -675050.375000 Penalty: 10185.668945 Iteration 8Q: 3 clusters Score -675050.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -675093.187500 Penalty: 10185.668945 Iteration 9Q: 3 clusters Score -675093.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -675119.937500 Penalty: 10185.668945 Iteration 10Q: 3 clusters Score -675119.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -675142.500000 Penalty: 10185.668945 Iteration 11Q: 3 clusters Score -675142.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -675170.000000 Penalty: 10185.668945 Iteration 12Q: 3 clusters Score -675170 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -675191.750000 Penalty: 10185.668945 Iteration 13Q: 3 clusters Score -675191.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -675204.125000 Penalty: 10185.668945 Iteration 14Q: 3 clusters Score -675204.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -675216.937500 Penalty: 10185.668945 Iteration 15Q: 3 clusters Score -675216.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -675223.437500 Penalty: 10185.668945 Iteration 16Q: 3 clusters Score -675223.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -675235.000000 Penalty: 10185.668945 Iteration 17Q: 3 clusters Score -675235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -675241.562500 Penalty: 10185.668945 Iteration 18Q: 3 clusters Score -675241.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -675249.875000 Penalty: 10185.668945 Iteration 19Q: 3 clusters Score -675249.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -675254.875000 Penalty: 10185.668945 Iteration 20F: 3 clusters Score -675254.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -675256.375000 Penalty: 10185.668945 Iteration 21Q: 3 clusters Score -675256.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -675258.187500 Penalty: 10185.668945 Iteration 22Q: 3 clusters Score -675258.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -675258.187500 Penalty: 10185.668945 Iteration 23F: 3 clusters Score -675258.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Entering Unmasked Estep Score: -143503.218750 Penalty: 4170.536621 Iteration 0F: 2 clusters Score -143503.2 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 466 members Entering Unmasked Estep Score: -139516.390625 Penalty: 8341.073242 Iteration 0F: 3 clusters Score -139516.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -139861.375000 Penalty: 8341.073242 Iteration 1F: 3 clusters Score -139861.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -140060.843750 Penalty: 8341.073242 Iteration 2Q: 3 clusters Score -140060.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -140244.921875 Penalty: 8341.073242 Iteration 3Q: 3 clusters Score -140244.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -140406.484375 Penalty: 8341.073242 Iteration 4Q: 3 clusters Score -140406.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -140464.921875 Penalty: 8341.073242 Iteration 5Q: 3 clusters Score -140464.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -140547.031250 Penalty: 8341.073242 Iteration 6Q: 3 clusters Score -140547 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -140616.781250 Penalty: 8341.073242 Iteration 7Q: 3 clusters Score -140616.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -140687.453125 Penalty: 8341.073242 Iteration 8Q: 3 clusters Score -140687.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -140730.937500 Penalty: 8341.073242 Iteration 9Q: 3 clusters Score -140730.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -140791.453125 Penalty: 8341.073242 Iteration 10Q: 3 clusters Score -140791.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -140893.265625 Penalty: 8341.073242 Iteration 11Q: 3 clusters Score -140893.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -141114.812500 Penalty: 8341.073242 Iteration 12Q: 3 clusters Score -141114.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -141281.265625 Penalty: 8341.073242 Iteration 13Q: 3 clusters Score -141281.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -141346.656250 Penalty: 8341.073242 Iteration 14Q: 3 clusters Score -141346.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -141412.890625 Penalty: 8341.073242 Iteration 15Q: 3 clusters Score -141412.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -141453.828125 Penalty: 8341.073242 Iteration 16Q: 3 clusters Score -141453.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -141498.593750 Penalty: 8341.073242 Iteration 17Q: 3 clusters Score -141498.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -141547.046875 Penalty: 8341.073242 Iteration 18Q: 3 clusters Score -141547 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -141585.890625 Penalty: 8341.073242 Iteration 19Q: 3 clusters Score -141585.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -141598.406250 Penalty: 8341.073242 Iteration 20F: 3 clusters Score -141598.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -141602.562500 Penalty: 8341.073242 Iteration 21Q: 3 clusters Score -141602.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -141602.562500 Penalty: 8341.073242 Iteration 22F: 3 clusters Score -141602.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Entering Unmasked Estep Score: -192314.890625 Penalty: 4411.629883 Iteration 0F: 2 clusters Score -192314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -188205.140625 Penalty: 8823.259766 Iteration 0F: 3 clusters Score -188205.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -189192.234375 Penalty: 8823.259766 Iteration 1F: 3 clusters Score -189192.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -189910.046875 Penalty: 8823.259766 Iteration 2F: 3 clusters Score -189910 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -190625.750000 Penalty: 8823.259766 Iteration 3F: 3 clusters Score -190625.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -191376.546875 Penalty: 8823.259766 Iteration 4F: 3 clusters Score -191376.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -192088.093750 Penalty: 8823.259766 Iteration 5F: 3 clusters Score -192088.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -192448.796875 Penalty: 8823.259766 Iteration 6Q: 3 clusters Score -192448.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -192855.500000 Penalty: 8823.259766 Iteration 7Q: 3 clusters Score -192855.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -193541.812500 Penalty: 8823.259766 Iteration 8Q: 3 clusters Score -193541.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -193595.468750 Penalty: 8823.259766 Iteration 9Q: 3 clusters Score -193595.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -193617.281250 Penalty: 8823.259766 Iteration 10Q: 3 clusters Score -193617.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -193659.781250 Penalty: 8823.259766 Iteration 11Q: 3 clusters Score -193659.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -193673.140625 Penalty: 8823.259766 Iteration 12Q: 3 clusters Score -193673.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -193683.625000 Penalty: 8823.259766 Iteration 13Q: 3 clusters Score -193683.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -193689.515625 Penalty: 8823.259766 Iteration 14Q: 3 clusters Score -193689.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -193701.578125 Penalty: 8823.259766 Iteration 15Q: 3 clusters Score -193701.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -193719.906250 Penalty: 8823.259766 Iteration 16Q: 3 clusters Score -193719.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -193731.171875 Penalty: 8823.259766 Iteration 17Q: 3 clusters Score -193731.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -193738.796875 Penalty: 8823.259766 Iteration 18Q: 3 clusters Score -193738.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -193764.703125 Penalty: 8823.259766 Iteration 19F: 3 clusters Score -193764.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -193820.734375 Penalty: 8823.259766 Iteration 20F: 3 clusters Score -193820.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -193847.140625 Penalty: 8823.259766 Iteration 21Q: 3 clusters Score -193847.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -193903.359375 Penalty: 8823.259766 Iteration 22Q: 3 clusters Score -193903.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -193988.625000 Penalty: 8823.259766 Iteration 23Q: 3 clusters Score -193988.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -194018.515625 Penalty: 8823.259766 Iteration 24Q: 3 clusters Score -194018.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -194036.609375 Penalty: 8823.259766 Iteration 25Q: 3 clusters Score -194036.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -194056.234375 Penalty: 8823.259766 Iteration 26Q: 3 clusters Score -194056.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -194070.250000 Penalty: 8823.259766 Iteration 27Q: 3 clusters Score -194070.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -194080.328125 Penalty: 8823.259766 Iteration 28Q: 3 clusters Score -194080.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -194082.062500 Penalty: 8823.259766 Iteration 29Q: 3 clusters Score -194082.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -194082.062500 Penalty: 8823.259766 Iteration 30F: 3 clusters Score -194082.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19355 members Mstep: Class 2 contains 12898 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101849 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25087 members Mstep: Class 8 contains 4084 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 549 members Mstep: Class 11 contains 5197 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 2643 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 794 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144881 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep Score: -70959168.000000 Penalty: 150353.421875 Splitting cluster 10 changes total score from -70960976.000000 to -70959168.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (5197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Entering Unmasked Estep Score: -869918.187500 Penalty: 5240.450195 Iteration 0F: 2 clusters Score -869918.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -862915.812500 Penalty: 10480.900391 Iteration 0F: 3 clusters Score -862915.8 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -864544.812500 Penalty: 10480.900391 Iteration 1F: 3 clusters Score -864544.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -865300.187500 Penalty: 10480.900391 Iteration 2F: 3 clusters Score -865300.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -865914.062500 Penalty: 10480.900391 Iteration 3F: 3 clusters Score -865914.1 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -866532.625000 Penalty: 10480.900391 Iteration 4F: 3 clusters Score -866532.6 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -867119.625000 Penalty: 10480.900391 Iteration 5F: 3 clusters Score -867119.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -867669.125000 Penalty: 10480.900391 Iteration 6F: 3 clusters Score -867669.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -867955.375000 Penalty: 10480.900391 Iteration 7Q: 3 clusters Score -867955.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -868132.375000 Penalty: 10480.900391 Iteration 8Q: 3 clusters Score -868132.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -868247.187500 Penalty: 10480.900391 Iteration 9Q: 3 clusters Score -868247.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -868330.187500 Penalty: 10480.900391 Iteration 10Q: 3 clusters Score -868330.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -868407.562500 Penalty: 10480.900391 Iteration 11Q: 3 clusters Score -868407.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -868477.875000 Penalty: 10480.900391 Iteration 12Q: 3 clusters Score -868477.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -868530.937500 Penalty: 10480.900391 Iteration 13Q: 3 clusters Score -868530.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -868569.625000 Penalty: 10480.900391 Iteration 14Q: 3 clusters Score -868569.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -868611.062500 Penalty: 10480.900391 Iteration 15Q: 3 clusters Score -868611.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -868644.875000 Penalty: 10480.900391 Iteration 16Q: 3 clusters Score -868644.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -868665.250000 Penalty: 10480.900391 Iteration 17Q: 3 clusters Score -868665.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -868691.750000 Penalty: 10480.900391 Iteration 18Q: 3 clusters Score -868691.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -868726.187500 Penalty: 10480.900391 Iteration 19Q: 3 clusters Score -868726.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -868742.875000 Penalty: 10480.900391 Iteration 20F: 3 clusters Score -868742.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -868759.437500 Penalty: 10480.900391 Iteration 21Q: 3 clusters Score -868759.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -868773.812500 Penalty: 10480.900391 Iteration 22Q: 3 clusters Score -868773.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -868781.750000 Penalty: 10480.900391 Iteration 23Q: 3 clusters Score -868781.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -868787.500000 Penalty: 10480.900391 Iteration 24Q: 3 clusters Score -868787.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -868787.500000 Penalty: 10480.900391 Iteration 25F: 3 clusters Score -868787.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Entering Unmasked Estep Score: -2000156.500000 Penalty: 5752.954102 Iteration 0F: 2 clusters Score -2000156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1988634.250000 Penalty: 11505.908203 Iteration 0F: 3 clusters Score -1988634 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1991284.000000 Penalty: 11505.908203 Iteration 1F: 3 clusters Score -1991284 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1992220.875000 Penalty: 11505.908203 Iteration 2F: 3 clusters Score -1992221 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1992855.500000 Penalty: 11505.908203 Iteration 3F: 3 clusters Score -1992856 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1993261.500000 Penalty: 11505.908203 Iteration 4F: 3 clusters Score -1993262 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1993603.250000 Penalty: 11505.908203 Iteration 5Q: 3 clusters Score -1993603 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1993935.875000 Penalty: 11505.908203 Iteration 6Q: 3 clusters Score -1993936 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -1994244.750000 Penalty: 11505.908203 Iteration 7Q: 3 clusters Score -1994245 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -1994517.750000 Penalty: 11505.908203 Iteration 8Q: 3 clusters Score -1994518 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1994710.000000 Penalty: 11505.908203 Iteration 9Q: 3 clusters Score -1994710 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1994880.500000 Penalty: 11505.908203 Iteration 10Q: 3 clusters Score -1994880 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -1995039.000000 Penalty: 11505.908203 Iteration 11Q: 3 clusters Score -1995039 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1995191.125000 Penalty: 11505.908203 Iteration 12Q: 3 clusters Score -1995191 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -1995304.250000 Penalty: 11505.908203 Iteration 13Q: 3 clusters Score -1995304 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -1995402.500000 Penalty: 11505.908203 Iteration 14Q: 3 clusters Score -1995402 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1995495.000000 Penalty: 11505.908203 Iteration 15Q: 3 clusters Score -1995495 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1995567.875000 Penalty: 11505.908203 Iteration 16Q: 3 clusters Score -1995568 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -1995626.375000 Penalty: 11505.908203 Iteration 17Q: 3 clusters Score -1995626 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -1995681.125000 Penalty: 11505.908203 Iteration 18Q: 3 clusters Score -1995681 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -1995728.375000 Penalty: 11505.908203 Iteration 19Q: 3 clusters Score -1995728 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1995774.750000 Penalty: 11505.908203 Iteration 20F: 3 clusters Score -1995775 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -1995808.625000 Penalty: 11505.908203 Iteration 21Q: 3 clusters Score -1995809 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -1995844.875000 Penalty: 11505.908203 Iteration 22Q: 3 clusters Score -1995845 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -1995881.000000 Penalty: 11505.908203 Iteration 23Q: 3 clusters Score -1995881 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1995921.750000 Penalty: 11505.908203 Iteration 24Q: 3 clusters Score -1995922 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1995964.250000 Penalty: 11505.908203 Iteration 25Q: 3 clusters Score -1995964 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 8753 members Entering Unmasked Estep Score: -1996009.125000 Penalty: 11505.908203 Iteration 26Q: 3 clusters Score -1996009 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -1996070.375000 Penalty: 11505.908203 Iteration 27Q: 3 clusters Score -1996070 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -1996159.000000 Penalty: 11505.908203 Iteration 28Q: 3 clusters Score -1996159 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1996259.750000 Penalty: 11505.908203 Iteration 29Q: 3 clusters Score -1996260 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -1996354.875000 Penalty: 11505.908203 Iteration 30Q: 3 clusters Score -1996355 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -1996457.875000 Penalty: 11505.908203 Iteration 31Q: 3 clusters Score -1996458 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1996558.000000 Penalty: 11505.908203 Iteration 32Q: 3 clusters Score -1996558 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -1996624.000000 Penalty: 11505.908203 Iteration 33Q: 3 clusters Score -1996624 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -1996670.500000 Penalty: 11505.908203 Iteration 34Q: 3 clusters Score -1996670 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -1996701.250000 Penalty: 11505.908203 Iteration 35Q: 3 clusters Score -1996701 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1996736.750000 Penalty: 11505.908203 Iteration 36Q: 3 clusters Score -1996737 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -1996755.500000 Penalty: 11505.908203 Iteration 37Q: 3 clusters Score -1996756 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -1996775.625000 Penalty: 11505.908203 Iteration 38Q: 3 clusters Score -1996776 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -1996790.125000 Penalty: 11505.908203 Iteration 39Q: 3 clusters Score -1996790 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1996806.250000 Penalty: 11505.908203 Iteration 40F: 3 clusters Score -1996806 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1996822.250000 Penalty: 11505.908203 Iteration 41Q: 3 clusters Score -1996822 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -1996839.125000 Penalty: 11505.908203 Iteration 42Q: 3 clusters Score -1996839 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -1996858.250000 Penalty: 11505.908203 Iteration 43Q: 3 clusters Score -1996858 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1996870.500000 Penalty: 11505.908203 Iteration 44Q: 3 clusters Score -1996870 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -1996887.250000 Penalty: 11505.908203 Iteration 45Q: 3 clusters Score -1996887 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -1996899.125000 Penalty: 11505.908203 Iteration 46Q: 3 clusters Score -1996899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -1996903.500000 Penalty: 11505.908203 Iteration 47Q: 3 clusters Score -1996904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -1996913.750000 Penalty: 11505.908203 Iteration 48Q: 3 clusters Score -1996914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -1996921.125000 Penalty: 11505.908203 Iteration 49Q: 3 clusters Score -1996921 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1996929.875000 Penalty: 11505.908203 Iteration 50Q: 3 clusters Score -1996930 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -1996927.000000 Penalty: 11505.908203 Iteration 51Q: 3 clusters Score -1996927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1996934.125000 Penalty: 11505.908203 Iteration 52Q: 3 clusters Score -1996934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1996938.500000 Penalty: 11505.908203 Iteration 53Q: 3 clusters Score -1996938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1996941.000000 Penalty: 11505.908203 Iteration 54Q: 3 clusters Score -1996941 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -1996942.375000 Penalty: 11505.908203 Iteration 55Q: 3 clusters Score -1996942 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1996951.250000 Penalty: 11505.908203 Iteration 56Q: 3 clusters Score -1996951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -1996956.500000 Penalty: 11505.908203 Iteration 57Q: 3 clusters Score -1996956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -1996959.375000 Penalty: 11505.908203 Iteration 58Q: 3 clusters Score -1996959 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 10020 members Entering Unmasked Estep Score: -1996967.000000 Penalty: 11505.908203 Iteration 59Q: 3 clusters Score -1996967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1996963.625000 Penalty: 11505.908203 Iteration 60F: 3 clusters Score -1996964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 10025 members Entering Unmasked Estep Score: -1996964.250000 Penalty: 11505.908203 Iteration 61Q: 3 clusters Score -1996964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1996967.250000 Penalty: 11505.908203 Iteration 62Q: 3 clusters Score -1996967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1996969.625000 Penalty: 11505.908203 Iteration 63Q: 3 clusters Score -1996970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1996969.625000 Penalty: 11505.908203 Iteration 64F: 3 clusters Score -1996970 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Entering Unmasked Estep Score: -377078.468750 Penalty: 4826.297852 Iteration 0F: 2 clusters Score -377078.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -372081.937500 Penalty: 9652.595703 Iteration 0F: 3 clusters Score -372081.9 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -373929.250000 Penalty: 9652.595703 Iteration 1F: 3 clusters Score -373929.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -376757.437500 Penalty: 9652.595703 Iteration 2F: 3 clusters Score -376757.4 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -380271.906250 Penalty: 9652.595703 Iteration 3F: 3 clusters Score -380271.9 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -384674.750000 Penalty: 9652.595703 Iteration 4F: 3 clusters Score -384674.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -386529.875000 Penalty: 9652.595703 Iteration 5F: 3 clusters Score -386529.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -387370.937500 Penalty: 9652.595703 Iteration 6Q: 3 clusters Score -387370.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -387717.656250 Penalty: 9652.595703 Iteration 7Q: 3 clusters Score -387717.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -387993.093750 Penalty: 9652.595703 Iteration 8Q: 3 clusters Score -387993.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -388470.187500 Penalty: 9652.595703 Iteration 9Q: 3 clusters Score -388470.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -388478.125000 Penalty: 9652.595703 Iteration 10F: 3 clusters Score -388478.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -388480.937500 Penalty: 9652.595703 Iteration 11Q: 3 clusters Score -388480.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -388480.937500 Penalty: 9652.595703 Iteration 12F: 3 clusters Score -388480.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19355 members Mstep: Class 2 contains 12898 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101849 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25087 members Mstep: Class 8 contains 4084 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5197 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1021 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 1622 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144881 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep Score: -70969072.000000 Penalty: 150353.421875 Splitting cluster 13 changes total score from -70960976.000000 to -70969072.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 14 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -52459.527344 Penalty: 3559.323975 Iteration 0F: 2 clusters Score -52459.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -49481.843750 Penalty: 7118.647949 Iteration 0F: 3 clusters Score -49481.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -49535.906250 Penalty: 7118.647949 Iteration 1Q: 3 clusters Score -49535.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -49552.007812 Penalty: 7118.647949 Iteration 2Q: 3 clusters Score -49552.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -49560.957031 Penalty: 7118.647949 Iteration 3Q: 3 clusters Score -49560.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -49560.957031 Penalty: 7118.647949 Iteration 4F: 3 clusters Score -49560.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Entering Unmasked Estep Score: -1442556.875000 Penalty: 5517.912109 Iteration 0F: 2 clusters Score -1442557 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1433424.000000 Penalty: 11035.824219 Iteration 0F: 3 clusters Score -1433424 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1435122.375000 Penalty: 11035.824219 Iteration 1F: 3 clusters Score -1435122 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1435510.125000 Penalty: 11035.824219 Iteration 2F: 3 clusters Score -1435510 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1435746.875000 Penalty: 11035.824219 Iteration 3Q: 3 clusters Score -1435747 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1435907.625000 Penalty: 11035.824219 Iteration 4Q: 3 clusters Score -1435908 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1436017.375000 Penalty: 11035.824219 Iteration 5Q: 3 clusters Score -1436017 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1436112.875000 Penalty: 11035.824219 Iteration 6Q: 3 clusters Score -1436113 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1436181.250000 Penalty: 11035.824219 Iteration 7Q: 3 clusters Score -1436181 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1436237.000000 Penalty: 11035.824219 Iteration 8Q: 3 clusters Score -1436237 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1436291.000000 Penalty: 11035.824219 Iteration 9Q: 3 clusters Score -1436291 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1436322.750000 Penalty: 11035.824219 Iteration 10Q: 3 clusters Score -1436323 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1436359.375000 Penalty: 11035.824219 Iteration 11Q: 3 clusters Score -1436359 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1436386.750000 Penalty: 11035.824219 Iteration 12Q: 3 clusters Score -1436387 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1436418.500000 Penalty: 11035.824219 Iteration 13Q: 3 clusters Score -1436418 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1436438.875000 Penalty: 11035.824219 Iteration 14Q: 3 clusters Score -1436439 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1436451.750000 Penalty: 11035.824219 Iteration 15Q: 3 clusters Score -1436452 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1436465.375000 Penalty: 11035.824219 Iteration 16Q: 3 clusters Score -1436465 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1436480.875000 Penalty: 11035.824219 Iteration 17Q: 3 clusters Score -1436481 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1436494.750000 Penalty: 11035.824219 Iteration 18Q: 3 clusters Score -1436495 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1436501.875000 Penalty: 11035.824219 Iteration 19Q: 3 clusters Score -1436502 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1436514.125000 Penalty: 11035.824219 Iteration 20F: 3 clusters Score -1436514 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1436523.875000 Penalty: 11035.824219 Iteration 21Q: 3 clusters Score -1436524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1436531.000000 Penalty: 11035.824219 Iteration 22Q: 3 clusters Score -1436531 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1436543.125000 Penalty: 11035.824219 Iteration 23Q: 3 clusters Score -1436543 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1436546.625000 Penalty: 11035.824219 Iteration 24Q: 3 clusters Score -1436547 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1436552.500000 Penalty: 11035.824219 Iteration 25Q: 3 clusters Score -1436552 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1436555.500000 Penalty: 11035.824219 Iteration 26Q: 3 clusters Score -1436556 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1436560.375000 Penalty: 11035.824219 Iteration 27Q: 3 clusters Score -1436560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1436568.750000 Penalty: 11035.824219 Iteration 28Q: 3 clusters Score -1436569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1436571.250000 Penalty: 11035.824219 Iteration 29Q: 3 clusters Score -1436571 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1436573.625000 Penalty: 11035.824219 Iteration 30Q: 3 clusters Score -1436574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1436577.875000 Penalty: 11035.824219 Iteration 31Q: 3 clusters Score -1436578 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1436583.750000 Penalty: 11035.824219 Iteration 32Q: 3 clusters Score -1436584 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1436587.875000 Penalty: 11035.824219 Iteration 33Q: 3 clusters Score -1436588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1436596.750000 Penalty: 11035.824219 Iteration 34Q: 3 clusters Score -1436597 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1436598.000000 Penalty: 11035.824219 Iteration 35Q: 3 clusters Score -1436598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1436602.625000 Penalty: 11035.824219 Iteration 36Q: 3 clusters Score -1436603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1436607.875000 Penalty: 11035.824219 Iteration 37Q: 3 clusters Score -1436608 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1436614.375000 Penalty: 11035.824219 Iteration 38Q: 3 clusters Score -1436614 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1436617.625000 Penalty: 11035.824219 Iteration 39Q: 3 clusters Score -1436618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1436619.875000 Penalty: 11035.824219 Iteration 40F: 3 clusters Score -1436620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1436623.750000 Penalty: 11035.824219 Iteration 41Q: 3 clusters Score -1436624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1436625.625000 Penalty: 11035.824219 Iteration 42Q: 3 clusters Score -1436626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1436629.250000 Penalty: 11035.824219 Iteration 43Q: 3 clusters Score -1436629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1436630.750000 Penalty: 11035.824219 Iteration 44Q: 3 clusters Score -1436631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1436632.000000 Penalty: 11035.824219 Iteration 45Q: 3 clusters Score -1436632 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1436631.000000 Penalty: 11035.824219 Iteration 46Q: 3 clusters Score -1436631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1436630.250000 Penalty: 11035.824219 Iteration 47Q: 3 clusters Score -1436630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1436631.125000 Penalty: 11035.824219 Iteration 48Q: 3 clusters Score -1436631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1436633.500000 Penalty: 11035.824219 Iteration 49Q: 3 clusters Score -1436634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1436633.875000 Penalty: 11035.824219 Iteration 50Q: 3 clusters Score -1436634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1436638.375000 Penalty: 11035.824219 Iteration 51Q: 3 clusters Score -1436638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1436636.000000 Penalty: 11035.824219 Iteration 52Q: 3 clusters Score -1436636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1436639.250000 Penalty: 11035.824219 Iteration 53Q: 3 clusters Score -1436639 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1436640.625000 Penalty: 11035.824219 Iteration 54Q: 3 clusters Score -1436641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1436643.750000 Penalty: 11035.824219 Iteration 55Q: 3 clusters Score -1436644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1436645.500000 Penalty: 11035.824219 Iteration 56Q: 3 clusters Score -1436646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1436646.875000 Penalty: 11035.824219 Iteration 57Q: 3 clusters Score -1436647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1436646.750000 Penalty: 11035.824219 Iteration 58Q: 3 clusters Score -1436647 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1436646.750000 Penalty: 11035.824219 Iteration 59F: 3 clusters Score -1436647 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (144881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144881 members Entering Unmasked Estep Score: -25577768.000000 Penalty: 7278.746582 Iteration 0F: 2 clusters Score -2.557777e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72209 members Mstep: Class 2 contains 72672 members Entering Unmasked Estep Score: -25479608.000000 Penalty: 14557.493164 Iteration 0F: 3 clusters Score -2.547961e+07 nChanged 67372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70237 members Mstep: Class 2 contains 74644 members Entering Unmasked Estep Score: -25517124.000000 Penalty: 14557.493164 Iteration 1F: 3 clusters Score -2.551712e+07 nChanged 5519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69060 members Mstep: Class 2 contains 75821 members Entering Unmasked Estep Score: -25518634.000000 Penalty: 14557.493164 Iteration 2Q: 3 clusters Score -2.551863e+07 nChanged 5527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67287 members Mstep: Class 2 contains 77594 members Entering Unmasked Estep Score: -25520110.000000 Penalty: 14557.493164 Iteration 3Q: 3 clusters Score -2.552011e+07 nChanged 5741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64704 members Mstep: Class 2 contains 80177 members Entering Unmasked Estep Score: -25522264.000000 Penalty: 14557.493164 Iteration 4Q: 3 clusters Score -2.552226e+07 nChanged 6428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60910 members Mstep: Class 2 contains 83971 members Entering Unmasked Estep Score: -25525084.000000 Penalty: 14557.493164 Iteration 5Q: 3 clusters Score -2.552508e+07 nChanged 7140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55586 members Mstep: Class 2 contains 89295 members Entering Unmasked Estep Score: -25529040.000000 Penalty: 14557.493164 Iteration 6Q: 3 clusters Score -2.552904e+07 nChanged 8404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48320 members Mstep: Class 2 contains 96561 members Entering Unmasked Estep Score: -25534296.000000 Penalty: 14557.493164 Iteration 7F: 3 clusters Score -2.55343e+07 nChanged 9524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39422 members Mstep: Class 2 contains 105459 members Entering Unmasked Estep Score: -25541188.000000 Penalty: 14557.493164 Iteration 8F: 3 clusters Score -2.554119e+07 nChanged 10218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29490 members Mstep: Class 2 contains 115391 members Entering Unmasked Estep Score: -25550116.000000 Penalty: 14557.493164 Iteration 9F: 3 clusters Score -2.555012e+07 nChanged 9263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 124508 members Entering Unmasked Estep Score: -25558470.000000 Penalty: 14557.493164 Iteration 10F: 3 clusters Score -2.555847e+07 nChanged 6807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 131173 members Entering Unmasked Estep Score: -25564664.000000 Penalty: 14557.493164 Iteration 11Q: 3 clusters Score -2.556466e+07 nChanged 4349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 135422 members Entering Unmasked Estep Score: -25568448.000000 Penalty: 14557.493164 Iteration 12Q: 3 clusters Score -2.556845e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 137928 members Entering Unmasked Estep Score: -25570392.000000 Penalty: 14557.493164 Iteration 13Q: 3 clusters Score -2.557039e+07 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 139383 members Entering Unmasked Estep Score: -25571402.000000 Penalty: 14557.493164 Iteration 14Q: 3 clusters Score -2.55714e+07 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 140350 members Entering Unmasked Estep Score: -25572130.000000 Penalty: 14557.493164 Iteration 15Q: 3 clusters Score -2.557213e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 140949 members Entering Unmasked Estep Score: -25572532.000000 Penalty: 14557.493164 Iteration 16Q: 3 clusters Score -2.557253e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 141334 members Entering Unmasked Estep Score: -25572728.000000 Penalty: 14557.493164 Iteration 17Q: 3 clusters Score -2.557273e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 141588 members Entering Unmasked Estep Score: -25572924.000000 Penalty: 14557.493164 Iteration 18Q: 3 clusters Score -2.557292e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 141784 members Entering Unmasked Estep Score: -25572968.000000 Penalty: 14557.493164 Iteration 19Q: 3 clusters Score -2.557297e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 141935 members Entering Unmasked Estep Score: -25573046.000000 Penalty: 14557.493164 Iteration 20F: 3 clusters Score -2.557305e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 142049 members Entering Unmasked Estep Score: -25573118.000000 Penalty: 14557.493164 Iteration 21Q: 3 clusters Score -2.557312e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 142115 members Entering Unmasked Estep Score: -25573190.000000 Penalty: 14557.493164 Iteration 22Q: 3 clusters Score -2.557319e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 142172 members Entering Unmasked Estep Score: -25573170.000000 Penalty: 14557.493164 Iteration 23Q: 3 clusters Score -2.557317e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 142219 members Entering Unmasked Estep Score: -25573226.000000 Penalty: 14557.493164 Iteration 24Q: 3 clusters Score -2.557323e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 142252 members Entering Unmasked Estep Score: -25573244.000000 Penalty: 14557.493164 Iteration 25Q: 3 clusters Score -2.557324e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 142269 members Entering Unmasked Estep Score: -25573264.000000 Penalty: 14557.493164 Iteration 26Q: 3 clusters Score -2.557326e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 142276 members Entering Unmasked Estep Score: -25573248.000000 Penalty: 14557.493164 Iteration 27Q: 3 clusters Score -2.557325e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 142292 members Entering Unmasked Estep Score: -25573282.000000 Penalty: 14557.493164 Iteration 28Q: 3 clusters Score -2.557328e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 142305 members Entering Unmasked Estep Score: -25573252.000000 Penalty: 14557.493164 Iteration 29Q: 3 clusters Score -2.557325e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 142315 members Entering Unmasked Estep Score: -25573292.000000 Penalty: 14557.493164 Iteration 30Q: 3 clusters Score -2.557329e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 142317 members Entering Unmasked Estep Score: -25573302.000000 Penalty: 14557.493164 Iteration 31Q: 3 clusters Score -2.55733e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 142319 members Entering Unmasked Estep Score: -25573314.000000 Penalty: 14557.493164 Iteration 32Q: 3 clusters Score -2.557331e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 142323 members Entering Unmasked Estep Score: -25573294.000000 Penalty: 14557.493164 Iteration 33Q: 3 clusters Score -2.557329e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 142325 members Entering Unmasked Estep Score: -25573312.000000 Penalty: 14557.493164 Iteration 34Q: 3 clusters Score -2.557331e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 142327 members Entering Unmasked Estep Score: -25573286.000000 Penalty: 14557.493164 Iteration 35Q: 3 clusters Score -2.557329e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 142327 members Entering Unmasked Estep Score: -25573286.000000 Penalty: 14557.493164 Iteration 36F: 3 clusters Score -2.557329e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Entering Unmasked Estep Score: -336623.312500 Penalty: 4631.823730 Iteration 0F: 2 clusters Score -336623.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -331651.906250 Penalty: 9263.647461 Iteration 0F: 3 clusters Score -331651.9 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -332191.656250 Penalty: 9263.647461 Iteration 1F: 3 clusters Score -332191.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -332361.781250 Penalty: 9263.647461 Iteration 2F: 3 clusters Score -332361.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -332435.437500 Penalty: 9263.647461 Iteration 3Q: 3 clusters Score -332435.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -332504.000000 Penalty: 9263.647461 Iteration 4Q: 3 clusters Score -332504 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -332548.250000 Penalty: 9263.647461 Iteration 5Q: 3 clusters Score -332548.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -332581.750000 Penalty: 9263.647461 Iteration 6Q: 3 clusters Score -332581.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -332590.406250 Penalty: 9263.647461 Iteration 7Q: 3 clusters Score -332590.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -332594.156250 Penalty: 9263.647461 Iteration 8Q: 3 clusters Score -332594.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -332598.625000 Penalty: 9263.647461 Iteration 9Q: 3 clusters Score -332598.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -332604.906250 Penalty: 9263.647461 Iteration 10Q: 3 clusters Score -332604.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -332612.468750 Penalty: 9263.647461 Iteration 11Q: 3 clusters Score -332612.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -332615.406250 Penalty: 9263.647461 Iteration 12Q: 3 clusters Score -332615.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -332617.625000 Penalty: 9263.647461 Iteration 13Q: 3 clusters Score -332617.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -332620.812500 Penalty: 9263.647461 Iteration 14Q: 3 clusters Score -332620.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -332621.562500 Penalty: 9263.647461 Iteration 15Q: 3 clusters Score -332621.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -332621.562500 Penalty: 9263.647461 Iteration 16F: 3 clusters Score -332621.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Entering Unmasked Estep Score: -2509519.250000 Penalty: 5863.527832 Iteration 0F: 2 clusters Score -2509519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -2496588.500000 Penalty: 11727.055664 Iteration 0F: 3 clusters Score -2496588 nChanged 5546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -2499610.250000 Penalty: 11727.055664 Iteration 1F: 3 clusters Score -2499610 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -2500165.750000 Penalty: 11727.055664 Iteration 2F: 3 clusters Score -2500166 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -2500558.000000 Penalty: 11727.055664 Iteration 3F: 3 clusters Score -2500558 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -2500866.250000 Penalty: 11727.055664 Iteration 4Q: 3 clusters Score -2500866 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -2501186.750000 Penalty: 11727.055664 Iteration 5Q: 3 clusters Score -2501187 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -2501654.500000 Penalty: 11727.055664 Iteration 6Q: 3 clusters Score -2501654 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -2502116.000000 Penalty: 11727.055664 Iteration 7Q: 3 clusters Score -2502116 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -2502496.750000 Penalty: 11727.055664 Iteration 8Q: 3 clusters Score -2502497 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -2502808.250000 Penalty: 11727.055664 Iteration 9Q: 3 clusters Score -2502808 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -2503067.750000 Penalty: 11727.055664 Iteration 10Q: 3 clusters Score -2503068 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -2503329.000000 Penalty: 11727.055664 Iteration 11Q: 3 clusters Score -2503329 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -2503633.500000 Penalty: 11727.055664 Iteration 12Q: 3 clusters Score -2503634 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -2503927.500000 Penalty: 11727.055664 Iteration 13Q: 3 clusters Score -2503928 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -2504241.250000 Penalty: 11727.055664 Iteration 14Q: 3 clusters Score -2504241 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -2504619.000000 Penalty: 11727.055664 Iteration 15Q: 3 clusters Score -2504619 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -2504976.000000 Penalty: 11727.055664 Iteration 16Q: 3 clusters Score -2504976 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -2505260.250000 Penalty: 11727.055664 Iteration 17Q: 3 clusters Score -2505260 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -2505484.000000 Penalty: 11727.055664 Iteration 18Q: 3 clusters Score -2505484 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -2505645.500000 Penalty: 11727.055664 Iteration 19Q: 3 clusters Score -2505646 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2505770.750000 Penalty: 11727.055664 Iteration 20F: 3 clusters Score -2505771 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -2505855.250000 Penalty: 11727.055664 Iteration 21Q: 3 clusters Score -2505855 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -2505911.500000 Penalty: 11727.055664 Iteration 22Q: 3 clusters Score -2505912 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -2505954.750000 Penalty: 11727.055664 Iteration 23Q: 3 clusters Score -2505955 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -2505987.000000 Penalty: 11727.055664 Iteration 24Q: 3 clusters Score -2505987 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -2506009.500000 Penalty: 11727.055664 Iteration 25Q: 3 clusters Score -2506010 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -2506018.750000 Penalty: 11727.055664 Iteration 26Q: 3 clusters Score -2506019 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2506034.000000 Penalty: 11727.055664 Iteration 27Q: 3 clusters Score -2506034 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -2506051.000000 Penalty: 11727.055664 Iteration 28Q: 3 clusters Score -2506051 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -2506061.000000 Penalty: 11727.055664 Iteration 29Q: 3 clusters Score -2506061 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -2506071.750000 Penalty: 11727.055664 Iteration 30Q: 3 clusters Score -2506072 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -2506072.000000 Penalty: 11727.055664 Iteration 31Q: 3 clusters Score -2506072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -2506066.250000 Penalty: 11727.055664 Iteration 32Q: 3 clusters Score -2506066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -2506070.750000 Penalty: 11727.055664 Iteration 33Q: 3 clusters Score -2506071 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -2506077.000000 Penalty: 11727.055664 Iteration 34Q: 3 clusters Score -2506077 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -2506074.750000 Penalty: 11727.055664 Iteration 35Q: 3 clusters Score -2506075 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -2506075.500000 Penalty: 11727.055664 Iteration 36Q: 3 clusters Score -2506076 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -2506079.750000 Penalty: 11727.055664 Iteration 37Q: 3 clusters Score -2506080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -2506083.500000 Penalty: 11727.055664 Iteration 38Q: 3 clusters Score -2506084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -2506088.500000 Penalty: 11727.055664 Iteration 39Q: 3 clusters Score -2506088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -2506088.750000 Penalty: 11727.055664 Iteration 40F: 3 clusters Score -2506089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -2506091.500000 Penalty: 11727.055664 Iteration 41Q: 3 clusters Score -2506092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -2506087.500000 Penalty: 11727.055664 Iteration 42Q: 3 clusters Score -2506088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -2506086.500000 Penalty: 11727.055664 Iteration 43Q: 3 clusters Score -2506086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -2506085.750000 Penalty: 11727.055664 Iteration 44Q: 3 clusters Score -2506086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -2506084.750000 Penalty: 11727.055664 Iteration 45Q: 3 clusters Score -2506085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -2506080.750000 Penalty: 11727.055664 Iteration 46Q: 3 clusters Score -2506081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -2506091.000000 Penalty: 11727.055664 Iteration 47Q: 3 clusters Score -2506091 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -2506091.250000 Penalty: 11727.055664 Iteration 48Q: 3 clusters Score -2506091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -2506095.750000 Penalty: 11727.055664 Iteration 49Q: 3 clusters Score -2506096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -2506093.750000 Penalty: 11727.055664 Iteration 50Q: 3 clusters Score -2506094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -2506093.000000 Penalty: 11727.055664 Iteration 51Q: 3 clusters Score -2506093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -2506093.250000 Penalty: 11727.055664 Iteration 52Q: 3 clusters Score -2506093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2506090.500000 Penalty: 11727.055664 Iteration 53Q: 3 clusters Score -2506090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -2506090.000000 Penalty: 11727.055664 Iteration 54Q: 3 clusters Score -2506090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -2506092.500000 Penalty: 11727.055664 Iteration 55Q: 3 clusters Score -2506092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -2506099.750000 Penalty: 11727.055664 Iteration 56Q: 3 clusters Score -2506100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -2506099.500000 Penalty: 11727.055664 Iteration 57Q: 3 clusters Score -2506100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -2506095.000000 Penalty: 11727.055664 Iteration 58Q: 3 clusters Score -2506095 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -2506096.250000 Penalty: 11727.055664 Iteration 59Q: 3 clusters Score -2506096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -2506101.500000 Penalty: 11727.055664 Iteration 60F: 3 clusters Score -2506102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -2506099.250000 Penalty: 11727.055664 Iteration 61Q: 3 clusters Score -2506099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -2506099.000000 Penalty: 11727.055664 Iteration 62Q: 3 clusters Score -2506099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -2506095.250000 Penalty: 11727.055664 Iteration 63Q: 3 clusters Score -2506095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2506102.250000 Penalty: 11727.055664 Iteration 64Q: 3 clusters Score -2506102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -2506099.500000 Penalty: 11727.055664 Iteration 65Q: 3 clusters Score -2506100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -2506099.250000 Penalty: 11727.055664 Iteration 66Q: 3 clusters Score -2506099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -2506101.000000 Penalty: 11727.055664 Iteration 67Q: 3 clusters Score -2506101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -2506103.000000 Penalty: 11727.055664 Iteration 68Q: 3 clusters Score -2506103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -2506103.750000 Penalty: 11727.055664 Iteration 69Q: 3 clusters Score -2506104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -2506103.750000 Penalty: 11727.055664 Iteration 70F: 3 clusters Score -2506104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19355 members Mstep: Class 2 contains 12898 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101849 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25087 members Mstep: Class 8 contains 4084 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5197 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1021 members Mstep: Class 14 contains 334 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144881 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70969096.000000 Penalty: 150353.421875 Iteration 79Q: 20 clusters Score -7.09691e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 19357 members Mstep: Class 2 contains 12898 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101851 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25076 members Mstep: Class 8 contains 4083 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5196 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1021 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8174 members Mstep: Class 18 contains 144891 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70969272.000000 Penalty: 150353.421875 Iteration 80F: 20 clusters Score -7.096927e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 12897 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101852 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25067 members Mstep: Class 8 contains 4080 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5193 members Mstep: Class 12 contains 12000 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 343 members Mstep: Class 15 contains 1620 members Mstep: Class 16 contains 8174 members Mstep: Class 18 contains 144897 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70969608.000000 Penalty: 150353.421875 Iteration 81Q: 20 clusters Score -7.096961e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19362 members Mstep: Class 2 contains 12894 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101852 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25064 members Mstep: Class 8 contains 4075 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5185 members Mstep: Class 12 contains 12000 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8174 members Mstep: Class 18 contains 144904 members Mstep: Class 19 contains 1924 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70969728.000000 Penalty: 150353.421875 Iteration 82Q: 20 clusters Score -7.096973e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19364 members Mstep: Class 2 contains 12892 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46639 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25061 members Mstep: Class 8 contains 4072 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5183 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 357 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8175 members Mstep: Class 18 contains 144906 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969792.000000 Penalty: 150353.421875 Iteration 83Q: 20 clusters Score -7.096979e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19369 members Mstep: Class 2 contains 12892 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101852 members Mstep: Class 5 contains 46640 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25057 members Mstep: Class 8 contains 4069 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5184 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 361 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8174 members Mstep: Class 18 contains 144904 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969848.000000 Penalty: 150353.421875 Iteration 84Q: 20 clusters Score -7.096985e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19373 members Mstep: Class 2 contains 12891 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101852 members Mstep: Class 5 contains 46641 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25048 members Mstep: Class 8 contains 4065 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5181 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144913 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969840.000000 Penalty: 150353.421875 Iteration 85Q: 20 clusters Score -7.096984e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 12890 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46641 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25041 members Mstep: Class 8 contains 4063 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5181 members Mstep: Class 12 contains 12000 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144919 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969888.000000 Penalty: 150353.421875 Iteration 86Q: 20 clusters Score -7.096989e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 12890 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46642 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25035 members Mstep: Class 8 contains 4063 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5180 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144922 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969864.000000 Penalty: 150353.421875 Iteration 87Q: 20 clusters Score -7.096986e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19383 members Mstep: Class 2 contains 12890 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46643 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25035 members Mstep: Class 8 contains 4061 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5179 members Mstep: Class 12 contains 11998 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144923 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969864.000000 Penalty: 150353.421875 Iteration 88Q: 20 clusters Score -7.096986e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19387 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46643 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25031 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5179 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144924 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14369 members Entering Unmasked Estep ConsiderDeletion Score: -70969888.000000 Penalty: 150353.421875 Iteration 89Q: 20 clusters Score -7.096989e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19390 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101854 members Mstep: Class 5 contains 46643 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25026 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5179 members Mstep: Class 12 contains 11999 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144924 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70969896.000000 Penalty: 150353.421875 Iteration 90Q: 20 clusters Score -7.09699e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 12886 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101854 members Mstep: Class 5 contains 46644 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25024 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5179 members Mstep: Class 12 contains 12001 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144924 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14370 members Entering Unmasked Estep ConsiderDeletion Score: -70969888.000000 Penalty: 150353.421875 Iteration 91Q: 20 clusters Score -7.096989e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 12885 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46644 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25022 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5179 members Mstep: Class 12 contains 12005 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144923 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70969872.000000 Penalty: 150353.421875 Iteration 92Q: 20 clusters Score -7.096987e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 12884 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101853 members Mstep: Class 5 contains 46644 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25020 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5180 members Mstep: Class 12 contains 12007 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144922 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70969856.000000 Penalty: 150353.421875 Iteration 93Q: 20 clusters Score -7.096986e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19394 members Mstep: Class 2 contains 12887 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101854 members Mstep: Class 5 contains 46644 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25016 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5181 members Mstep: Class 12 contains 12006 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144920 members Mstep: Class 19 contains 1925 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70969840.000000 Penalty: 150353.421875 Iteration 94Q: 20 clusters Score -7.096984e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19396 members Mstep: Class 2 contains 12886 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101854 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25013 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5182 members Mstep: Class 12 contains 12007 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144917 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70969840.000000 Penalty: 150353.421875 Iteration 95Q: 20 clusters Score -7.096984e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12888 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101854 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5182 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144913 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70969880.000000 Penalty: 150353.421875 Iteration 96Q: 20 clusters Score -7.096988e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12885 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101855 members Mstep: Class 5 contains 46648 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5182 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144912 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14371 members Entering Unmasked Estep ConsiderDeletion Score: -70969920.000000 Penalty: 150353.421875 Iteration 97Q: 20 clusters Score -7.096992e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12886 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101855 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5182 members Mstep: Class 12 contains 12011 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144912 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70969904.000000 Penalty: 150353.421875 Iteration 98Q: 20 clusters Score -7.09699e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12886 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101856 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5181 members Mstep: Class 12 contains 12011 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144912 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70969896.000000 Penalty: 150353.421875 Iteration 99Q: 20 clusters Score -7.09699e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12884 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5180 members Mstep: Class 12 contains 12011 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144913 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70970024.000000 Penalty: 150353.421875 Iteration 100F: 20 clusters Score -7.097002e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 12885 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5177 members Mstep: Class 12 contains 12011 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 365 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144912 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70970144.000000 Penalty: 150353.421875 Iteration 101Q: 20 clusters Score -7.097014e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19399 members Mstep: Class 2 contains 12886 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8177 members Mstep: Class 18 contains 144910 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14372 members Entering Unmasked Estep ConsiderDeletion Score: -70970152.000000 Penalty: 150353.421875 Iteration 102Q: 20 clusters Score -7.097015e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 12887 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144906 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970168.000000 Penalty: 150353.421875 Iteration 103Q: 20 clusters Score -7.097017e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5172 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144904 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970160.000000 Penalty: 150353.421875 Iteration 104Q: 20 clusters Score -7.097016e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19403 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5172 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144903 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970144.000000 Penalty: 150353.421875 Iteration 105Q: 20 clusters Score -7.097014e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5172 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144901 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970160.000000 Penalty: 150353.421875 Iteration 106Q: 20 clusters Score -7.097016e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5172 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970168.000000 Penalty: 150353.421875 Iteration 107Q: 20 clusters Score -7.097017e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970184.000000 Penalty: 150353.421875 Iteration 108Q: 20 clusters Score -7.097018e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970184.000000 Penalty: 150353.421875 Iteration 109F: 20 clusters Score -7.097018e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1032 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970200.000000 Penalty: 150353.421875 Iteration 110Q: 20 clusters Score -7.09702e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1033 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970256.000000 Penalty: 150353.421875 Iteration 111Q: 20 clusters Score -7.097026e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1033 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970264.000000 Penalty: 150353.421875 Iteration 112F: 20 clusters Score -7.097026e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1034 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970264.000000 Penalty: 150353.421875 Iteration 113Q: 20 clusters Score -7.097026e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1034 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep ConsiderDeletion Score: -70970264.000000 Penalty: 150353.421875 Iteration 114F: 20 clusters Score -7.097026e+07 nChanged 0 Entering ConstructFrom: Score: -70970264.000000 Penalty: 150353.421875 Entering ConstructFrom: Trying to split cluster 1 (19407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19407 members Entering Unmasked Estep Score: -3450694.750000 Penalty: 6047.450684 Iteration 0F: 2 clusters Score -3450695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -3434508.500000 Penalty: 12094.901367 Iteration 0F: 3 clusters Score -3434508 nChanged 7777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -3438799.500000 Penalty: 12094.901367 Iteration 1F: 3 clusters Score -3438800 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -3439518.750000 Penalty: 12094.901367 Iteration 2F: 3 clusters Score -3439519 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -3440044.500000 Penalty: 12094.901367 Iteration 3F: 3 clusters Score -3440044 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -3440442.000000 Penalty: 12094.901367 Iteration 4Q: 3 clusters Score -3440442 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -3440784.000000 Penalty: 12094.901367 Iteration 5Q: 3 clusters Score -3440784 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -3441073.000000 Penalty: 12094.901367 Iteration 6Q: 3 clusters Score -3441073 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -3441354.750000 Penalty: 12094.901367 Iteration 7Q: 3 clusters Score -3441355 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -3441644.750000 Penalty: 12094.901367 Iteration 8Q: 3 clusters Score -3441645 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3441949.000000 Penalty: 12094.901367 Iteration 9Q: 3 clusters Score -3441949 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -3442266.000000 Penalty: 12094.901367 Iteration 10Q: 3 clusters Score -3442266 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -3442545.250000 Penalty: 12094.901367 Iteration 11Q: 3 clusters Score -3442545 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -3442810.500000 Penalty: 12094.901367 Iteration 12Q: 3 clusters Score -3442810 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -3443057.250000 Penalty: 12094.901367 Iteration 13Q: 3 clusters Score -3443057 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -3443309.750000 Penalty: 12094.901367 Iteration 14Q: 3 clusters Score -3443310 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -3443580.750000 Penalty: 12094.901367 Iteration 15Q: 3 clusters Score -3443581 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -3443828.250000 Penalty: 12094.901367 Iteration 16Q: 3 clusters Score -3443828 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -3444078.000000 Penalty: 12094.901367 Iteration 17Q: 3 clusters Score -3444078 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -3444329.500000 Penalty: 12094.901367 Iteration 18Q: 3 clusters Score -3444330 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -3444616.000000 Penalty: 12094.901367 Iteration 19Q: 3 clusters Score -3444616 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -3444918.750000 Penalty: 12094.901367 Iteration 20F: 3 clusters Score -3444919 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -3445208.500000 Penalty: 12094.901367 Iteration 21Q: 3 clusters Score -3445208 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14446 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -3445493.000000 Penalty: 12094.901367 Iteration 22Q: 3 clusters Score -3445493 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14802 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -3445789.750000 Penalty: 12094.901367 Iteration 23Q: 3 clusters Score -3445790 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15131 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -3446061.000000 Penalty: 12094.901367 Iteration 24Q: 3 clusters Score -3446061 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -3446276.500000 Penalty: 12094.901367 Iteration 25Q: 3 clusters Score -3446276 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15623 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -3446460.250000 Penalty: 12094.901367 Iteration 26Q: 3 clusters Score -3446460 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15807 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -3446586.750000 Penalty: 12094.901367 Iteration 27Q: 3 clusters Score -3446587 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15973 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -3446678.000000 Penalty: 12094.901367 Iteration 28Q: 3 clusters Score -3446678 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -3446755.250000 Penalty: 12094.901367 Iteration 29Q: 3 clusters Score -3446755 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16215 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -3446804.750000 Penalty: 12094.901367 Iteration 30Q: 3 clusters Score -3446805 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16316 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -3446851.500000 Penalty: 12094.901367 Iteration 31Q: 3 clusters Score -3446852 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -3446884.500000 Penalty: 12094.901367 Iteration 32Q: 3 clusters Score -3446884 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -3446924.250000 Penalty: 12094.901367 Iteration 33Q: 3 clusters Score -3446924 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -3446952.500000 Penalty: 12094.901367 Iteration 34Q: 3 clusters Score -3446952 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16535 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -3446964.250000 Penalty: 12094.901367 Iteration 35Q: 3 clusters Score -3446964 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -3446976.750000 Penalty: 12094.901367 Iteration 36Q: 3 clusters Score -3446977 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -3446984.500000 Penalty: 12094.901367 Iteration 37Q: 3 clusters Score -3446984 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16621 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -3446987.000000 Penalty: 12094.901367 Iteration 38Q: 3 clusters Score -3446987 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16637 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -3446997.750000 Penalty: 12094.901367 Iteration 39Q: 3 clusters Score -3446998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -3447004.250000 Penalty: 12094.901367 Iteration 40F: 3 clusters Score -3447004 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -3447010.000000 Penalty: 12094.901367 Iteration 41Q: 3 clusters Score -3447010 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16676 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -3447010.500000 Penalty: 12094.901367 Iteration 42Q: 3 clusters Score -3447010 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -3447014.750000 Penalty: 12094.901367 Iteration 43Q: 3 clusters Score -3447015 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16694 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -3447012.750000 Penalty: 12094.901367 Iteration 44Q: 3 clusters Score -3447013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16700 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -3447015.500000 Penalty: 12094.901367 Iteration 45Q: 3 clusters Score -3447016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16705 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -3447019.750000 Penalty: 12094.901367 Iteration 46Q: 3 clusters Score -3447020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16710 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -3447017.500000 Penalty: 12094.901367 Iteration 47Q: 3 clusters Score -3447018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16715 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -3447019.500000 Penalty: 12094.901367 Iteration 48Q: 3 clusters Score -3447020 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -3447020.750000 Penalty: 12094.901367 Iteration 49Q: 3 clusters Score -3447021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16728 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -3447024.500000 Penalty: 12094.901367 Iteration 50Q: 3 clusters Score -3447024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -3447031.750000 Penalty: 12094.901367 Iteration 51Q: 3 clusters Score -3447032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16733 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -3447031.000000 Penalty: 12094.901367 Iteration 52Q: 3 clusters Score -3447031 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16733 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -3447031.000000 Penalty: 12094.901367 Iteration 53F: 3 clusters Score -3447031 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Entering Unmasked Estep Score: -2264879.250000 Penalty: 5796.779297 Iteration 0F: 2 clusters Score -2264879 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -2252897.250000 Penalty: 11593.558594 Iteration 0F: 3 clusters Score -2252897 nChanged 4870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2255548.250000 Penalty: 11593.558594 Iteration 1F: 3 clusters Score -2255548 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -2256057.250000 Penalty: 11593.558594 Iteration 2F: 3 clusters Score -2256057 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -2256367.750000 Penalty: 11593.558594 Iteration 3Q: 3 clusters Score -2256368 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2256615.000000 Penalty: 11593.558594 Iteration 4Q: 3 clusters Score -2256615 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -2256843.000000 Penalty: 11593.558594 Iteration 5Q: 3 clusters Score -2256843 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -2257081.750000 Penalty: 11593.558594 Iteration 6Q: 3 clusters Score -2257082 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -2257341.250000 Penalty: 11593.558594 Iteration 7Q: 3 clusters Score -2257341 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -2257579.250000 Penalty: 11593.558594 Iteration 8Q: 3 clusters Score -2257579 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -2257829.250000 Penalty: 11593.558594 Iteration 9Q: 3 clusters Score -2257829 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -2258090.750000 Penalty: 11593.558594 Iteration 10Q: 3 clusters Score -2258091 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2258390.250000 Penalty: 11593.558594 Iteration 11Q: 3 clusters Score -2258390 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -2258679.750000 Penalty: 11593.558594 Iteration 12Q: 3 clusters Score -2258680 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -2258950.000000 Penalty: 11593.558594 Iteration 13Q: 3 clusters Score -2258950 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -2259184.000000 Penalty: 11593.558594 Iteration 14Q: 3 clusters Score -2259184 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -2259400.000000 Penalty: 11593.558594 Iteration 15Q: 3 clusters Score -2259400 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -2259582.750000 Penalty: 11593.558594 Iteration 16Q: 3 clusters Score -2259583 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -2259768.750000 Penalty: 11593.558594 Iteration 17Q: 3 clusters Score -2259769 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -2259939.500000 Penalty: 11593.558594 Iteration 18Q: 3 clusters Score -2259940 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -2260112.000000 Penalty: 11593.558594 Iteration 19Q: 3 clusters Score -2260112 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -2260273.750000 Penalty: 11593.558594 Iteration 20F: 3 clusters Score -2260274 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -2260422.500000 Penalty: 11593.558594 Iteration 21Q: 3 clusters Score -2260422 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -2260523.500000 Penalty: 11593.558594 Iteration 22Q: 3 clusters Score -2260524 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -2260620.000000 Penalty: 11593.558594 Iteration 23Q: 3 clusters Score -2260620 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -2260680.750000 Penalty: 11593.558594 Iteration 24Q: 3 clusters Score -2260681 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -2260730.250000 Penalty: 11593.558594 Iteration 25Q: 3 clusters Score -2260730 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -2260770.500000 Penalty: 11593.558594 Iteration 26Q: 3 clusters Score -2260770 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -2260813.000000 Penalty: 11593.558594 Iteration 27Q: 3 clusters Score -2260813 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -2260853.000000 Penalty: 11593.558594 Iteration 28Q: 3 clusters Score -2260853 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -2260887.500000 Penalty: 11593.558594 Iteration 29Q: 3 clusters Score -2260888 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -2260917.000000 Penalty: 11593.558594 Iteration 30Q: 3 clusters Score -2260917 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -2260937.000000 Penalty: 11593.558594 Iteration 31Q: 3 clusters Score -2260937 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -2260973.000000 Penalty: 11593.558594 Iteration 32Q: 3 clusters Score -2260973 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 11566 members Entering Unmasked Estep Score: -2261006.000000 Penalty: 11593.558594 Iteration 33Q: 3 clusters Score -2261006 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -2261034.000000 Penalty: 11593.558594 Iteration 34Q: 3 clusters Score -2261034 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -2261055.000000 Penalty: 11593.558594 Iteration 35Q: 3 clusters Score -2261055 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -2261077.750000 Penalty: 11593.558594 Iteration 36Q: 3 clusters Score -2261078 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -2261093.250000 Penalty: 11593.558594 Iteration 37Q: 3 clusters Score -2261093 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2261106.750000 Penalty: 11593.558594 Iteration 38Q: 3 clusters Score -2261107 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -2261126.500000 Penalty: 11593.558594 Iteration 39Q: 3 clusters Score -2261126 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -2261141.500000 Penalty: 11593.558594 Iteration 40F: 3 clusters Score -2261142 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -2261154.750000 Penalty: 11593.558594 Iteration 41Q: 3 clusters Score -2261155 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -2261168.250000 Penalty: 11593.558594 Iteration 42Q: 3 clusters Score -2261168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -2261173.500000 Penalty: 11593.558594 Iteration 43Q: 3 clusters Score -2261174 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -2261184.000000 Penalty: 11593.558594 Iteration 44Q: 3 clusters Score -2261184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -2261193.500000 Penalty: 11593.558594 Iteration 45Q: 3 clusters Score -2261194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 11717 members Entering Unmasked Estep Score: -2261194.000000 Penalty: 11593.558594 Iteration 46Q: 3 clusters Score -2261194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -2261198.750000 Penalty: 11593.558594 Iteration 47Q: 3 clusters Score -2261199 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -2261205.000000 Penalty: 11593.558594 Iteration 48Q: 3 clusters Score -2261205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -2261213.750000 Penalty: 11593.558594 Iteration 49Q: 3 clusters Score -2261214 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -2261228.250000 Penalty: 11593.558594 Iteration 50Q: 3 clusters Score -2261228 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -2261234.250000 Penalty: 11593.558594 Iteration 51Q: 3 clusters Score -2261234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -2261240.000000 Penalty: 11593.558594 Iteration 52Q: 3 clusters Score -2261240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -2261238.750000 Penalty: 11593.558594 Iteration 53Q: 3 clusters Score -2261239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -2261245.000000 Penalty: 11593.558594 Iteration 54Q: 3 clusters Score -2261245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -2261246.250000 Penalty: 11593.558594 Iteration 55Q: 3 clusters Score -2261246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -2261250.250000 Penalty: 11593.558594 Iteration 56Q: 3 clusters Score -2261250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -2261251.250000 Penalty: 11593.558594 Iteration 57Q: 3 clusters Score -2261251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -2261259.250000 Penalty: 11593.558594 Iteration 58Q: 3 clusters Score -2261259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -2261260.500000 Penalty: 11593.558594 Iteration 59Q: 3 clusters Score -2261260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -2261262.000000 Penalty: 11593.558594 Iteration 60F: 3 clusters Score -2261262 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Entering Unmasked Estep Score: -1074837.500000 Penalty: 5336.565430 Iteration 0F: 2 clusters Score -1074838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1067107.000000 Penalty: 10673.130859 Iteration 0F: 3 clusters Score -1067107 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1068382.250000 Penalty: 10673.130859 Iteration 1F: 3 clusters Score -1068382 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -1068707.125000 Penalty: 10673.130859 Iteration 2F: 3 clusters Score -1068707 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1068893.000000 Penalty: 10673.130859 Iteration 3Q: 3 clusters Score -1068893 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1069009.250000 Penalty: 10673.130859 Iteration 4Q: 3 clusters Score -1069009 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1069079.625000 Penalty: 10673.130859 Iteration 5Q: 3 clusters Score -1069080 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -1069127.500000 Penalty: 10673.130859 Iteration 6Q: 3 clusters Score -1069128 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1069163.375000 Penalty: 10673.130859 Iteration 7Q: 3 clusters Score -1069163 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1069196.375000 Penalty: 10673.130859 Iteration 8Q: 3 clusters Score -1069196 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1069211.500000 Penalty: 10673.130859 Iteration 9Q: 3 clusters Score -1069212 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1069225.875000 Penalty: 10673.130859 Iteration 10Q: 3 clusters Score -1069226 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1069235.000000 Penalty: 10673.130859 Iteration 11Q: 3 clusters Score -1069235 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1069246.250000 Penalty: 10673.130859 Iteration 12Q: 3 clusters Score -1069246 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -1069255.750000 Penalty: 10673.130859 Iteration 13Q: 3 clusters Score -1069256 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1069258.000000 Penalty: 10673.130859 Iteration 14Q: 3 clusters Score -1069258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1069267.750000 Penalty: 10673.130859 Iteration 15Q: 3 clusters Score -1069268 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1069276.375000 Penalty: 10673.130859 Iteration 16Q: 3 clusters Score -1069276 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1069287.750000 Penalty: 10673.130859 Iteration 17Q: 3 clusters Score -1069288 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1069295.250000 Penalty: 10673.130859 Iteration 18Q: 3 clusters Score -1069295 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -1069300.500000 Penalty: 10673.130859 Iteration 19Q: 3 clusters Score -1069300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1069304.125000 Penalty: 10673.130859 Iteration 20F: 3 clusters Score -1069304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1069308.250000 Penalty: 10673.130859 Iteration 21Q: 3 clusters Score -1069308 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1069312.875000 Penalty: 10673.130859 Iteration 22Q: 3 clusters Score -1069313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1069315.000000 Penalty: 10673.130859 Iteration 23Q: 3 clusters Score -1069315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1069317.125000 Penalty: 10673.130859 Iteration 24Q: 3 clusters Score -1069317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1069318.125000 Penalty: 10673.130859 Iteration 25Q: 3 clusters Score -1069318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1069320.000000 Penalty: 10673.130859 Iteration 26Q: 3 clusters Score -1069320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -1069319.875000 Penalty: 10673.130859 Iteration 27Q: 3 clusters Score -1069320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1069321.750000 Penalty: 10673.130859 Iteration 28Q: 3 clusters Score -1069322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1069323.750000 Penalty: 10673.130859 Iteration 29Q: 3 clusters Score -1069324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1069325.250000 Penalty: 10673.130859 Iteration 30Q: 3 clusters Score -1069325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1069325.125000 Penalty: 10673.130859 Iteration 31Q: 3 clusters Score -1069325 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1069329.125000 Penalty: 10673.130859 Iteration 32Q: 3 clusters Score -1069329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1069330.750000 Penalty: 10673.130859 Iteration 33Q: 3 clusters Score -1069331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1069333.625000 Penalty: 10673.130859 Iteration 34Q: 3 clusters Score -1069334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1069332.500000 Penalty: 10673.130859 Iteration 35Q: 3 clusters Score -1069332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1069332.500000 Penalty: 10673.130859 Iteration 36F: 3 clusters Score -1069332 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (101858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101858 members Entering Unmasked Estep Score: -18129584.000000 Penalty: 7062.942383 Iteration 0F: 2 clusters Score -1.812958e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50762 members Mstep: Class 2 contains 51096 members Entering Unmasked Estep Score: -18060198.000000 Penalty: 14125.884766 Iteration 0F: 3 clusters Score -1.80602e+07 nChanged 46874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49464 members Mstep: Class 2 contains 52394 members Entering Unmasked Estep Score: -18086078.000000 Penalty: 14125.884766 Iteration 1F: 3 clusters Score -1.808608e+07 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48520 members Mstep: Class 2 contains 53338 members Entering Unmasked Estep Score: -18087426.000000 Penalty: 14125.884766 Iteration 2Q: 3 clusters Score -1.808743e+07 nChanged 4061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47177 members Mstep: Class 2 contains 54681 members Entering Unmasked Estep Score: -18088714.000000 Penalty: 14125.884766 Iteration 3Q: 3 clusters Score -1.808871e+07 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45392 members Mstep: Class 2 contains 56466 members Entering Unmasked Estep Score: -18090140.000000 Penalty: 14125.884766 Iteration 4Q: 3 clusters Score -1.809014e+07 nChanged 4300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43030 members Mstep: Class 2 contains 58828 members Entering Unmasked Estep Score: -18092168.000000 Penalty: 14125.884766 Iteration 5Q: 3 clusters Score -1.809217e+07 nChanged 4929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39811 members Mstep: Class 2 contains 62047 members Entering Unmasked Estep Score: -18094684.000000 Penalty: 14125.884766 Iteration 6Q: 3 clusters Score -1.809468e+07 nChanged 5769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35666 members Mstep: Class 2 contains 66192 members Entering Unmasked Estep Score: -18098338.000000 Penalty: 14125.884766 Iteration 7F: 3 clusters Score -1.809834e+07 nChanged 6712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30568 members Mstep: Class 2 contains 71290 members Entering Unmasked Estep Score: -18103094.000000 Penalty: 14125.884766 Iteration 8F: 3 clusters Score -1.810309e+07 nChanged 7077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25025 members Mstep: Class 2 contains 76833 members Entering Unmasked Estep Score: -18108566.000000 Penalty: 14125.884766 Iteration 9F: 3 clusters Score -1.810857e+07 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19722 members Mstep: Class 2 contains 82136 members Entering Unmasked Estep Score: -18113322.000000 Penalty: 14125.884766 Iteration 10F: 3 clusters Score -1.811332e+07 nChanged 4961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 86425 members Entering Unmasked Estep Score: -18116750.000000 Penalty: 14125.884766 Iteration 11Q: 3 clusters Score -1.811675e+07 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 89612 members Entering Unmasked Estep Score: -18119202.000000 Penalty: 14125.884766 Iteration 12Q: 3 clusters Score -1.81192e+07 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 91823 members Entering Unmasked Estep Score: -18120818.000000 Penalty: 14125.884766 Iteration 13Q: 3 clusters Score -1.812082e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 93338 members Entering Unmasked Estep Score: -18121846.000000 Penalty: 14125.884766 Iteration 14Q: 3 clusters Score -1.812185e+07 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 94378 members Entering Unmasked Estep Score: -18122338.000000 Penalty: 14125.884766 Iteration 15Q: 3 clusters Score -1.812234e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 95149 members Entering Unmasked Estep Score: -18122726.000000 Penalty: 14125.884766 Iteration 16Q: 3 clusters Score -1.812273e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 95747 members Entering Unmasked Estep Score: -18123048.000000 Penalty: 14125.884766 Iteration 17Q: 3 clusters Score -1.812305e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 96167 members Entering Unmasked Estep Score: -18123258.000000 Penalty: 14125.884766 Iteration 18Q: 3 clusters Score -1.812326e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 96512 members Entering Unmasked Estep Score: -18123432.000000 Penalty: 14125.884766 Iteration 19Q: 3 clusters Score -1.812343e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 96796 members Entering Unmasked Estep Score: -18123516.000000 Penalty: 14125.884766 Iteration 20F: 3 clusters Score -1.812352e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 97023 members Entering Unmasked Estep Score: -18123612.000000 Penalty: 14125.884766 Iteration 21Q: 3 clusters Score -1.812361e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 97216 members Entering Unmasked Estep Score: -18123686.000000 Penalty: 14125.884766 Iteration 22Q: 3 clusters Score -1.812369e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 97382 members Entering Unmasked Estep Score: -18123802.000000 Penalty: 14125.884766 Iteration 23Q: 3 clusters Score -1.81238e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 97527 members Entering Unmasked Estep Score: -18123858.000000 Penalty: 14125.884766 Iteration 24Q: 3 clusters Score -1.812386e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 97636 members Entering Unmasked Estep Score: -18123868.000000 Penalty: 14125.884766 Iteration 25Q: 3 clusters Score -1.812387e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 97727 members Entering Unmasked Estep Score: -18123874.000000 Penalty: 14125.884766 Iteration 26Q: 3 clusters Score -1.812387e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 97798 members Entering Unmasked Estep Score: -18123872.000000 Penalty: 14125.884766 Iteration 27Q: 3 clusters Score -1.812387e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 97854 members Entering Unmasked Estep Score: -18123888.000000 Penalty: 14125.884766 Iteration 28Q: 3 clusters Score -1.812389e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 97912 members Entering Unmasked Estep Score: -18123906.000000 Penalty: 14125.884766 Iteration 29Q: 3 clusters Score -1.812391e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 97956 members Entering Unmasked Estep Score: -18123934.000000 Penalty: 14125.884766 Iteration 30Q: 3 clusters Score -1.812393e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 97993 members Entering Unmasked Estep Score: -18123932.000000 Penalty: 14125.884766 Iteration 31Q: 3 clusters Score -1.812393e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 98017 members Entering Unmasked Estep Score: -18123924.000000 Penalty: 14125.884766 Iteration 32Q: 3 clusters Score -1.812392e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 98042 members Entering Unmasked Estep Score: -18123920.000000 Penalty: 14125.884766 Iteration 33Q: 3 clusters Score -1.812392e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 98060 members Entering Unmasked Estep Score: -18123938.000000 Penalty: 14125.884766 Iteration 34Q: 3 clusters Score -1.812394e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 98081 members Entering Unmasked Estep Score: -18123950.000000 Penalty: 14125.884766 Iteration 35Q: 3 clusters Score -1.812395e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 98101 members Entering Unmasked Estep Score: -18123972.000000 Penalty: 14125.884766 Iteration 36Q: 3 clusters Score -1.812397e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 98118 members Entering Unmasked Estep Score: -18123980.000000 Penalty: 14125.884766 Iteration 37Q: 3 clusters Score -1.812398e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 98142 members Entering Unmasked Estep Score: -18123982.000000 Penalty: 14125.884766 Iteration 38Q: 3 clusters Score -1.812398e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 98164 members Entering Unmasked Estep Score: -18123992.000000 Penalty: 14125.884766 Iteration 39Q: 3 clusters Score -1.812399e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 98182 members Entering Unmasked Estep Score: -18124008.000000 Penalty: 14125.884766 Iteration 40F: 3 clusters Score -1.812401e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 98201 members Entering Unmasked Estep Score: -18123978.000000 Penalty: 14125.884766 Iteration 41Q: 3 clusters Score -1.812398e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 98219 members Entering Unmasked Estep Score: -18123998.000000 Penalty: 14125.884766 Iteration 42Q: 3 clusters Score -1.8124e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 98231 members Entering Unmasked Estep Score: -18123992.000000 Penalty: 14125.884766 Iteration 43Q: 3 clusters Score -1.812399e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 98246 members Entering Unmasked Estep Score: -18123988.000000 Penalty: 14125.884766 Iteration 44Q: 3 clusters Score -1.812399e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 98259 members Entering Unmasked Estep Score: -18123972.000000 Penalty: 14125.884766 Iteration 45Q: 3 clusters Score -1.812397e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 98269 members Entering Unmasked Estep Score: -18123984.000000 Penalty: 14125.884766 Iteration 46Q: 3 clusters Score -1.812398e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 98273 members Entering Unmasked Estep Score: -18123996.000000 Penalty: 14125.884766 Iteration 47Q: 3 clusters Score -1.8124e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 98277 members Entering Unmasked Estep Score: -18124012.000000 Penalty: 14125.884766 Iteration 48Q: 3 clusters Score -1.812401e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 98283 members Entering Unmasked Estep Score: -18124004.000000 Penalty: 14125.884766 Iteration 49Q: 3 clusters Score -1.8124e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 98289 members Entering Unmasked Estep Score: -18124010.000000 Penalty: 14125.884766 Iteration 50Q: 3 clusters Score -1.812401e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 98289 members Entering Unmasked Estep Score: -18124018.000000 Penalty: 14125.884766 Iteration 51Q: 3 clusters Score -1.812402e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 98289 members Entering Unmasked Estep Score: -18124018.000000 Penalty: 14125.884766 Iteration 52F: 3 clusters Score -1.812402e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (46645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46645 members Entering Unmasked Estep Score: -8277549.000000 Penalty: 6584.571777 Iteration 0F: 2 clusters Score -8277549 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 23321 members Entering Unmasked Estep Score: -8244109.000000 Penalty: 13169.143555 Iteration 0F: 3 clusters Score -8244109 nChanged 20501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23403 members Mstep: Class 2 contains 23242 members Entering Unmasked Estep Score: -8254767.000000 Penalty: 13169.143555 Iteration 1F: 3 clusters Score -8254767 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 23192 members Entering Unmasked Estep Score: -8255706.500000 Penalty: 13169.143555 Iteration 2F: 3 clusters Score -8255706 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23591 members Mstep: Class 2 contains 23054 members Entering Unmasked Estep Score: -8256618.500000 Penalty: 13169.143555 Iteration 3Q: 3 clusters Score -8256618 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23815 members Mstep: Class 2 contains 22830 members Entering Unmasked Estep Score: -8257456.000000 Penalty: 13169.143555 Iteration 4Q: 3 clusters Score -8257456 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 22402 members Entering Unmasked Estep Score: -8258584.500000 Penalty: 13169.143555 Iteration 5Q: 3 clusters Score -8258584 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -8260190.500000 Penalty: 13169.143555 Iteration 6F: 3 clusters Score -8260190 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25815 members Mstep: Class 2 contains 20830 members Entering Unmasked Estep Score: -8262129.500000 Penalty: 13169.143555 Iteration 7F: 3 clusters Score -8262130 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 19849 members Entering Unmasked Estep Score: -8264368.500000 Penalty: 13169.143555 Iteration 8F: 3 clusters Score -8264368 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27606 members Mstep: Class 2 contains 19039 members Entering Unmasked Estep Score: -8266255.500000 Penalty: 13169.143555 Iteration 9F: 3 clusters Score -8266256 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28044 members Mstep: Class 2 contains 18601 members Entering Unmasked Estep Score: -8267513.500000 Penalty: 13169.143555 Iteration 10F: 3 clusters Score -8267514 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28251 members Mstep: Class 2 contains 18394 members Entering Unmasked Estep Score: -8268225.500000 Penalty: 13169.143555 Iteration 11Q: 3 clusters Score -8268226 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28351 members Mstep: Class 2 contains 18294 members Entering Unmasked Estep Score: -8268650.500000 Penalty: 13169.143555 Iteration 12Q: 3 clusters Score -8268650 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28348 members Mstep: Class 2 contains 18297 members Entering Unmasked Estep Score: -8268829.000000 Penalty: 13169.143555 Iteration 13Q: 3 clusters Score -8268829 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28360 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -8268955.500000 Penalty: 13169.143555 Iteration 14Q: 3 clusters Score -8268956 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 18289 members Entering Unmasked Estep Score: -8269010.500000 Penalty: 13169.143555 Iteration 15Q: 3 clusters Score -8269010 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28311 members Mstep: Class 2 contains 18334 members Entering Unmasked Estep Score: -8269057.500000 Penalty: 13169.143555 Iteration 16Q: 3 clusters Score -8269058 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28281 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -8269075.500000 Penalty: 13169.143555 Iteration 17Q: 3 clusters Score -8269076 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28261 members Mstep: Class 2 contains 18384 members Entering Unmasked Estep Score: -8269127.000000 Penalty: 13169.143555 Iteration 18Q: 3 clusters Score -8269127 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28241 members Mstep: Class 2 contains 18404 members Entering Unmasked Estep Score: -8269137.500000 Penalty: 13169.143555 Iteration 19Q: 3 clusters Score -8269138 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28222 members Mstep: Class 2 contains 18423 members Entering Unmasked Estep Score: -8269137.000000 Penalty: 13169.143555 Iteration 20F: 3 clusters Score -8269137 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28208 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -8269141.000000 Penalty: 13169.143555 Iteration 21Q: 3 clusters Score -8269141 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28201 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -8269153.500000 Penalty: 13169.143555 Iteration 22Q: 3 clusters Score -8269154 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28191 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -8269160.000000 Penalty: 13169.143555 Iteration 23Q: 3 clusters Score -8269160 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28195 members Mstep: Class 2 contains 18450 members Entering Unmasked Estep Score: -8269164.000000 Penalty: 13169.143555 Iteration 24Q: 3 clusters Score -8269164 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -8269158.000000 Penalty: 13169.143555 Iteration 25Q: 3 clusters Score -8269158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28180 members Mstep: Class 2 contains 18465 members Entering Unmasked Estep Score: -8269154.500000 Penalty: 13169.143555 Iteration 26Q: 3 clusters Score -8269154 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28176 members Mstep: Class 2 contains 18469 members Entering Unmasked Estep Score: -8269155.500000 Penalty: 13169.143555 Iteration 27Q: 3 clusters Score -8269156 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28170 members Mstep: Class 2 contains 18475 members Entering Unmasked Estep Score: -8269165.500000 Penalty: 13169.143555 Iteration 28Q: 3 clusters Score -8269166 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28172 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -8269164.000000 Penalty: 13169.143555 Iteration 29Q: 3 clusters Score -8269164 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28168 members Mstep: Class 2 contains 18477 members Entering Unmasked Estep Score: -8269164.500000 Penalty: 13169.143555 Iteration 30Q: 3 clusters Score -8269164 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28161 members Mstep: Class 2 contains 18484 members Entering Unmasked Estep Score: -8269158.500000 Penalty: 13169.143555 Iteration 31Q: 3 clusters Score -8269158 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28157 members Mstep: Class 2 contains 18488 members Entering Unmasked Estep Score: -8269167.500000 Penalty: 13169.143555 Iteration 32Q: 3 clusters Score -8269168 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28151 members Mstep: Class 2 contains 18494 members Entering Unmasked Estep Score: -8269173.000000 Penalty: 13169.143555 Iteration 33Q: 3 clusters Score -8269173 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28142 members Mstep: Class 2 contains 18503 members Entering Unmasked Estep Score: -8269166.500000 Penalty: 13169.143555 Iteration 34Q: 3 clusters Score -8269166 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28136 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -8269152.500000 Penalty: 13169.143555 Iteration 35Q: 3 clusters Score -8269152 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28128 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -8269159.500000 Penalty: 13169.143555 Iteration 36Q: 3 clusters Score -8269160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28128 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -8269157.000000 Penalty: 13169.143555 Iteration 37Q: 3 clusters Score -8269157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28126 members Mstep: Class 2 contains 18519 members Entering Unmasked Estep Score: -8269165.500000 Penalty: 13169.143555 Iteration 38Q: 3 clusters Score -8269166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28122 members Mstep: Class 2 contains 18523 members Entering Unmasked Estep Score: -8269170.000000 Penalty: 13169.143555 Iteration 39Q: 3 clusters Score -8269170 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28121 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -8269168.000000 Penalty: 13169.143555 Iteration 40F: 3 clusters Score -8269168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -8269173.500000 Penalty: 13169.143555 Iteration 41Q: 3 clusters Score -8269174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28120 members Mstep: Class 2 contains 18525 members Entering Unmasked Estep Score: -8269167.500000 Penalty: 13169.143555 Iteration 42Q: 3 clusters Score -8269168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -8269164.500000 Penalty: 13169.143555 Iteration 43Q: 3 clusters Score -8269164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28119 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -8269164.500000 Penalty: 13169.143555 Iteration 44F: 3 clusters Score -8269164 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Entering Unmasked Estep Score: -75311.421875 Penalty: 3777.604004 Iteration 0F: 2 clusters Score -75311.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -71948.718750 Penalty: 7555.208008 Iteration 0F: 3 clusters Score -71948.72 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -72114.648438 Penalty: 7555.208008 Iteration 1F: 3 clusters Score -72114.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -72158.062500 Penalty: 7555.208008 Iteration 2Q: 3 clusters Score -72158.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -72183.351562 Penalty: 7555.208008 Iteration 3Q: 3 clusters Score -72183.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -72199.906250 Penalty: 7555.208008 Iteration 4Q: 3 clusters Score -72199.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -72207.304688 Penalty: 7555.208008 Iteration 5Q: 3 clusters Score -72207.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -72207.304688 Penalty: 7555.208008 Iteration 6F: 3 clusters Score -72207.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25012 members Entering Unmasked Estep Score: -4347736.000000 Penalty: 6202.855957 Iteration 0F: 2 clusters Score -4347736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -4328125.500000 Penalty: 12405.711914 Iteration 0F: 3 clusters Score -4328126 nChanged 10396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -4333768.500000 Penalty: 12405.711914 Iteration 1F: 3 clusters Score -4333768 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -4334484.500000 Penalty: 12405.711914 Iteration 2F: 3 clusters Score -4334484 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 13895 members Entering Unmasked Estep Score: -4334951.500000 Penalty: 12405.711914 Iteration 3Q: 3 clusters Score -4334952 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -4335316.000000 Penalty: 12405.711914 Iteration 4Q: 3 clusters Score -4335316 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 14689 members Entering Unmasked Estep Score: -4335660.000000 Penalty: 12405.711914 Iteration 5Q: 3 clusters Score -4335660 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -4335984.000000 Penalty: 12405.711914 Iteration 6Q: 3 clusters Score -4335984 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 15686 members Entering Unmasked Estep Score: -4336353.000000 Penalty: 12405.711914 Iteration 7Q: 3 clusters Score -4336353 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -4336809.500000 Penalty: 12405.711914 Iteration 8Q: 3 clusters Score -4336810 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 16926 members Entering Unmasked Estep Score: -4337254.500000 Penalty: 12405.711914 Iteration 9Q: 3 clusters Score -4337254 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -4337761.000000 Penalty: 12405.711914 Iteration 10Q: 3 clusters Score -4337761 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -4338323.000000 Penalty: 12405.711914 Iteration 11Q: 3 clusters Score -4338323 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 19116 members Entering Unmasked Estep Score: -4338886.500000 Penalty: 12405.711914 Iteration 12Q: 3 clusters Score -4338886 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -4339447.000000 Penalty: 12405.711914 Iteration 13Q: 3 clusters Score -4339447 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -4339937.500000 Penalty: 12405.711914 Iteration 14Q: 3 clusters Score -4339938 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 21091 members Entering Unmasked Estep Score: -4340326.500000 Penalty: 12405.711914 Iteration 15Q: 3 clusters Score -4340326 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 21584 members Entering Unmasked Estep Score: -4340691.000000 Penalty: 12405.711914 Iteration 16Q: 3 clusters Score -4340691 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 22047 members Entering Unmasked Estep Score: -4341016.500000 Penalty: 12405.711914 Iteration 17Q: 3 clusters Score -4341016 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 22404 members Entering Unmasked Estep Score: -4341271.500000 Penalty: 12405.711914 Iteration 18Q: 3 clusters Score -4341272 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 22715 members Entering Unmasked Estep Score: -4341477.000000 Penalty: 12405.711914 Iteration 19Q: 3 clusters Score -4341477 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 22967 members Entering Unmasked Estep Score: -4341692.500000 Penalty: 12405.711914 Iteration 20F: 3 clusters Score -4341692 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 23194 members Entering Unmasked Estep Score: -4341860.500000 Penalty: 12405.711914 Iteration 21Q: 3 clusters Score -4341860 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 23357 members Entering Unmasked Estep Score: -4341989.500000 Penalty: 12405.711914 Iteration 22Q: 3 clusters Score -4341990 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 23463 members Entering Unmasked Estep Score: -4342068.500000 Penalty: 12405.711914 Iteration 23Q: 3 clusters Score -4342068 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -4342130.000000 Penalty: 12405.711914 Iteration 24Q: 3 clusters Score -4342130 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 23606 members Entering Unmasked Estep Score: -4342176.000000 Penalty: 12405.711914 Iteration 25Q: 3 clusters Score -4342176 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 23655 members Entering Unmasked Estep Score: -4342234.000000 Penalty: 12405.711914 Iteration 26Q: 3 clusters Score -4342234 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 23697 members Entering Unmasked Estep Score: -4342260.500000 Penalty: 12405.711914 Iteration 27Q: 3 clusters Score -4342260 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -4342293.500000 Penalty: 12405.711914 Iteration 28Q: 3 clusters Score -4342294 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 23772 members Entering Unmasked Estep Score: -4342318.000000 Penalty: 12405.711914 Iteration 29Q: 3 clusters Score -4342318 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -4342344.500000 Penalty: 12405.711914 Iteration 30Q: 3 clusters Score -4342344 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 23808 members Entering Unmasked Estep Score: -4342360.500000 Penalty: 12405.711914 Iteration 31Q: 3 clusters Score -4342360 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 23819 members Entering Unmasked Estep Score: -4342371.000000 Penalty: 12405.711914 Iteration 32Q: 3 clusters Score -4342371 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 23834 members Entering Unmasked Estep Score: -4342385.000000 Penalty: 12405.711914 Iteration 33Q: 3 clusters Score -4342385 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 23850 members Entering Unmasked Estep Score: -4342404.500000 Penalty: 12405.711914 Iteration 34Q: 3 clusters Score -4342404 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -4342415.000000 Penalty: 12405.711914 Iteration 35Q: 3 clusters Score -4342415 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 23869 members Entering Unmasked Estep Score: -4342423.000000 Penalty: 12405.711914 Iteration 36Q: 3 clusters Score -4342423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -4342420.500000 Penalty: 12405.711914 Iteration 37Q: 3 clusters Score -4342420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 23880 members Entering Unmasked Estep Score: -4342432.000000 Penalty: 12405.711914 Iteration 38Q: 3 clusters Score -4342432 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 23887 members Entering Unmasked Estep Score: -4342442.500000 Penalty: 12405.711914 Iteration 39Q: 3 clusters Score -4342442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 23894 members Entering Unmasked Estep Score: -4342453.000000 Penalty: 12405.711914 Iteration 40F: 3 clusters Score -4342453 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 23904 members Entering Unmasked Estep Score: -4342457.000000 Penalty: 12405.711914 Iteration 41Q: 3 clusters Score -4342457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 23907 members Entering Unmasked Estep Score: -4342459.500000 Penalty: 12405.711914 Iteration 42Q: 3 clusters Score -4342460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 23912 members Entering Unmasked Estep Score: -4342466.000000 Penalty: 12405.711914 Iteration 43Q: 3 clusters Score -4342466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 23915 members Entering Unmasked Estep Score: -4342468.500000 Penalty: 12405.711914 Iteration 44Q: 3 clusters Score -4342468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -4342474.000000 Penalty: 12405.711914 Iteration 45Q: 3 clusters Score -4342474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 23919 members Entering Unmasked Estep Score: -4342466.500000 Penalty: 12405.711914 Iteration 46Q: 3 clusters Score -4342466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 23920 members Entering Unmasked Estep Score: -4342466.500000 Penalty: 12405.711914 Iteration 47Q: 3 clusters Score -4342466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 23920 members Entering Unmasked Estep Score: -4342477.000000 Penalty: 12405.711914 Iteration 48Q: 3 clusters Score -4342477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -4342477.000000 Penalty: 12405.711914 Iteration 49Q: 3 clusters Score -4342477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -4342477.000000 Penalty: 12405.711914 Iteration 50Q: 3 clusters Score -4342477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 23928 members Entering Unmasked Estep Score: -4342474.000000 Penalty: 12405.711914 Iteration 51Q: 3 clusters Score -4342474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -4342473.500000 Penalty: 12405.711914 Iteration 52Q: 3 clusters Score -4342474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 23933 members Entering Unmasked Estep Score: -4342481.000000 Penalty: 12405.711914 Iteration 53Q: 3 clusters Score -4342481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -4342490.000000 Penalty: 12405.711914 Iteration 54Q: 3 clusters Score -4342490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 23938 members Entering Unmasked Estep Score: -4342490.000000 Penalty: 12405.711914 Iteration 55Q: 3 clusters Score -4342490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -4342494.500000 Penalty: 12405.711914 Iteration 56Q: 3 clusters Score -4342494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 23946 members Entering Unmasked Estep Score: -4342491.500000 Penalty: 12405.711914 Iteration 57Q: 3 clusters Score -4342492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -4342491.500000 Penalty: 12405.711914 Iteration 58Q: 3 clusters Score -4342492 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 23948 members Entering Unmasked Estep Score: -4342491.500000 Penalty: 12405.711914 Iteration 59F: 3 clusters Score -4342492 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Entering Unmasked Estep Score: -674760.625000 Penalty: 5089.224609 Iteration 0F: 2 clusters Score -674760.6 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 2056 members Entering Unmasked Estep Score: -668383.375000 Penalty: 10178.449219 Iteration 0F: 3 clusters Score -668383.4 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -669469.937500 Penalty: 10178.449219 Iteration 1F: 3 clusters Score -669469.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -669870.437500 Penalty: 10178.449219 Iteration 2F: 3 clusters Score -669870.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -670125.500000 Penalty: 10178.449219 Iteration 3F: 3 clusters Score -670125.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -670332.562500 Penalty: 10178.449219 Iteration 4Q: 3 clusters Score -670332.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -670501.437500 Penalty: 10178.449219 Iteration 5Q: 3 clusters Score -670501.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -670657.937500 Penalty: 10178.449219 Iteration 6Q: 3 clusters Score -670657.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -670854.687500 Penalty: 10178.449219 Iteration 7Q: 3 clusters Score -670854.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -671070.937500 Penalty: 10178.449219 Iteration 8Q: 3 clusters Score -671070.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -671410.187500 Penalty: 10178.449219 Iteration 9Q: 3 clusters Score -671410.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -671851.250000 Penalty: 10178.449219 Iteration 10Q: 3 clusters Score -671851.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -672303.687500 Penalty: 10178.449219 Iteration 11Q: 3 clusters Score -672303.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -672627.312500 Penalty: 10178.449219 Iteration 12Q: 3 clusters Score -672627.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -672847.750000 Penalty: 10178.449219 Iteration 13Q: 3 clusters Score -672847.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -673004.437500 Penalty: 10178.449219 Iteration 14Q: 3 clusters Score -673004.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -673120.250000 Penalty: 10178.449219 Iteration 15Q: 3 clusters Score -673120.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -673297.375000 Penalty: 10178.449219 Iteration 16Q: 3 clusters Score -673297.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -673706.812500 Penalty: 10178.449219 Iteration 17Q: 3 clusters Score -673706.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -673891.000000 Penalty: 10178.449219 Iteration 18Q: 3 clusters Score -673891 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -673931.812500 Penalty: 10178.449219 Iteration 19Q: 3 clusters Score -673931.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -673948.062500 Penalty: 10178.449219 Iteration 20F: 3 clusters Score -673948.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -673959.937500 Penalty: 10178.449219 Iteration 21Q: 3 clusters Score -673959.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -673966.000000 Penalty: 10178.449219 Iteration 22Q: 3 clusters Score -673966 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -673966.000000 Penalty: 10178.449219 Iteration 23F: 3 clusters Score -673966 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Entering Unmasked Estep Score: -143503.218750 Penalty: 4170.536621 Iteration 0F: 2 clusters Score -143503.2 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 473 members Entering Unmasked Estep Score: -139515.578125 Penalty: 8341.073242 Iteration 0F: 3 clusters Score -139515.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -139847.671875 Penalty: 8341.073242 Iteration 1F: 3 clusters Score -139847.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -140003.281250 Penalty: 8341.073242 Iteration 2Q: 3 clusters Score -140003.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -140116.046875 Penalty: 8341.073242 Iteration 3Q: 3 clusters Score -140116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -140210.218750 Penalty: 8341.073242 Iteration 4Q: 3 clusters Score -140210.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -140327.968750 Penalty: 8341.073242 Iteration 5Q: 3 clusters Score -140328 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -140453.765625 Penalty: 8341.073242 Iteration 6Q: 3 clusters Score -140453.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -140609.187500 Penalty: 8341.073242 Iteration 7Q: 3 clusters Score -140609.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -140759.406250 Penalty: 8341.073242 Iteration 8Q: 3 clusters Score -140759.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -140900.703125 Penalty: 8341.073242 Iteration 9Q: 3 clusters Score -140900.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -141079.484375 Penalty: 8341.073242 Iteration 10Q: 3 clusters Score -141079.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -141286.921875 Penalty: 8341.073242 Iteration 11Q: 3 clusters Score -141286.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -141368.984375 Penalty: 8341.073242 Iteration 12Q: 3 clusters Score -141369 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -141415.921875 Penalty: 8341.073242 Iteration 13Q: 3 clusters Score -141415.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -141445.812500 Penalty: 8341.073242 Iteration 14Q: 3 clusters Score -141445.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -141465.562500 Penalty: 8341.073242 Iteration 15Q: 3 clusters Score -141465.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -141488.031250 Penalty: 8341.073242 Iteration 16Q: 3 clusters Score -141488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -141503.015625 Penalty: 8341.073242 Iteration 17Q: 3 clusters Score -141503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -141525.125000 Penalty: 8341.073242 Iteration 18Q: 3 clusters Score -141525.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -141536.593750 Penalty: 8341.073242 Iteration 19Q: 3 clusters Score -141536.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -141544.625000 Penalty: 8341.073242 Iteration 20F: 3 clusters Score -141544.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -141550.093750 Penalty: 8341.073242 Iteration 21Q: 3 clusters Score -141550.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -141554.171875 Penalty: 8341.073242 Iteration 22Q: 3 clusters Score -141554.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -141554.171875 Penalty: 8341.073242 Iteration 23F: 3 clusters Score -141554.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Entering Unmasked Estep Score: -192314.890625 Penalty: 4411.629883 Iteration 0F: 2 clusters Score -192314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -188293.000000 Penalty: 8823.259766 Iteration 0F: 3 clusters Score -188293 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -189926.953125 Penalty: 8823.259766 Iteration 1F: 3 clusters Score -189927 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -191597.156250 Penalty: 8823.259766 Iteration 2F: 3 clusters Score -191597.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -192799.500000 Penalty: 8823.259766 Iteration 3F: 3 clusters Score -192799.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -193195.921875 Penalty: 8823.259766 Iteration 4F: 3 clusters Score -193195.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -193320.703125 Penalty: 8823.259766 Iteration 5Q: 3 clusters Score -193320.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -193395.375000 Penalty: 8823.259766 Iteration 6Q: 3 clusters Score -193395.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -193456.703125 Penalty: 8823.259766 Iteration 7Q: 3 clusters Score -193456.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -193488.906250 Penalty: 8823.259766 Iteration 8Q: 3 clusters Score -193488.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -193493.796875 Penalty: 8823.259766 Iteration 9Q: 3 clusters Score -193493.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -193495.593750 Penalty: 8823.259766 Iteration 10Q: 3 clusters Score -193495.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -193495.593750 Penalty: 8823.259766 Iteration 11F: 3 clusters Score -193495.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 373 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1034 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 17 contains 970 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep Score: -70967944.000000 Penalty: 158266.750000 Splitting cluster 10 changes total score from -70970264.000000 to -70967944.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (5173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Entering Unmasked Estep Score: -866207.625000 Penalty: 5237.615234 Iteration 0F: 2 clusters Score -866207.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -859195.187500 Penalty: 10475.230469 Iteration 0F: 3 clusters Score -859195.2 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -860587.437500 Penalty: 10475.230469 Iteration 1F: 3 clusters Score -860587.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -861138.375000 Penalty: 10475.230469 Iteration 2F: 3 clusters Score -861138.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -861405.500000 Penalty: 10475.230469 Iteration 3F: 3 clusters Score -861405.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -861565.812500 Penalty: 10475.230469 Iteration 4Q: 3 clusters Score -861565.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -861672.437500 Penalty: 10475.230469 Iteration 5Q: 3 clusters Score -861672.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -861764.812500 Penalty: 10475.230469 Iteration 6Q: 3 clusters Score -861764.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -861851.437500 Penalty: 10475.230469 Iteration 7Q: 3 clusters Score -861851.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -861931.625000 Penalty: 10475.230469 Iteration 8Q: 3 clusters Score -861931.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -862020.437500 Penalty: 10475.230469 Iteration 9Q: 3 clusters Score -862020.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -862147.187500 Penalty: 10475.230469 Iteration 10Q: 3 clusters Score -862147.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -862307.187500 Penalty: 10475.230469 Iteration 11Q: 3 clusters Score -862307.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -862476.000000 Penalty: 10475.230469 Iteration 12Q: 3 clusters Score -862476 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -862658.750000 Penalty: 10475.230469 Iteration 13Q: 3 clusters Score -862658.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -862824.437500 Penalty: 10475.230469 Iteration 14Q: 3 clusters Score -862824.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -862982.250000 Penalty: 10475.230469 Iteration 15Q: 3 clusters Score -862982.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -863103.125000 Penalty: 10475.230469 Iteration 16Q: 3 clusters Score -863103.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -863186.875000 Penalty: 10475.230469 Iteration 17Q: 3 clusters Score -863186.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -863263.812500 Penalty: 10475.230469 Iteration 18Q: 3 clusters Score -863263.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -863335.562500 Penalty: 10475.230469 Iteration 19Q: 3 clusters Score -863335.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -863406.875000 Penalty: 10475.230469 Iteration 20F: 3 clusters Score -863406.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -863482.625000 Penalty: 10475.230469 Iteration 21Q: 3 clusters Score -863482.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -863581.062500 Penalty: 10475.230469 Iteration 22Q: 3 clusters Score -863581.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -863638.250000 Penalty: 10475.230469 Iteration 23Q: 3 clusters Score -863638.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -863671.937500 Penalty: 10475.230469 Iteration 24Q: 3 clusters Score -863671.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -863700.562500 Penalty: 10475.230469 Iteration 25Q: 3 clusters Score -863700.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -863729.812500 Penalty: 10475.230469 Iteration 26Q: 3 clusters Score -863729.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -863751.187500 Penalty: 10475.230469 Iteration 27Q: 3 clusters Score -863751.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -863760.187500 Penalty: 10475.230469 Iteration 28Q: 3 clusters Score -863760.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -863766.437500 Penalty: 10475.230469 Iteration 29Q: 3 clusters Score -863766.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -863771.500000 Penalty: 10475.230469 Iteration 30Q: 3 clusters Score -863771.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -863771.812500 Penalty: 10475.230469 Iteration 31Q: 3 clusters Score -863771.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -863774.250000 Penalty: 10475.230469 Iteration 32Q: 3 clusters Score -863774.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -863777.750000 Penalty: 10475.230469 Iteration 33Q: 3 clusters Score -863777.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -863782.250000 Penalty: 10475.230469 Iteration 34Q: 3 clusters Score -863782.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -863784.750000 Penalty: 10475.230469 Iteration 35Q: 3 clusters Score -863784.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -863787.625000 Penalty: 10475.230469 Iteration 36Q: 3 clusters Score -863787.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -863788.125000 Penalty: 10475.230469 Iteration 37Q: 3 clusters Score -863788.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -863788.750000 Penalty: 10475.230469 Iteration 38Q: 3 clusters Score -863788.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -863789.500000 Penalty: 10475.230469 Iteration 39Q: 3 clusters Score -863789.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -863791.375000 Penalty: 10475.230469 Iteration 40F: 3 clusters Score -863791.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -863798.187500 Penalty: 10475.230469 Iteration 41Q: 3 clusters Score -863798.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -863829.062500 Penalty: 10475.230469 Iteration 42Q: 3 clusters Score -863829.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -864046.125000 Penalty: 10475.230469 Iteration 43Q: 3 clusters Score -864046.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -864366.812500 Penalty: 10475.230469 Iteration 44Q: 3 clusters Score -864366.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -864490.562500 Penalty: 10475.230469 Iteration 45Q: 3 clusters Score -864490.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -864541.375000 Penalty: 10475.230469 Iteration 46Q: 3 clusters Score -864541.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -864562.375000 Penalty: 10475.230469 Iteration 47Q: 3 clusters Score -864562.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -864574.625000 Penalty: 10475.230469 Iteration 48Q: 3 clusters Score -864574.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -864590.500000 Penalty: 10475.230469 Iteration 49Q: 3 clusters Score -864590.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -864604.000000 Penalty: 10475.230469 Iteration 50Q: 3 clusters Score -864604 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -864617.062500 Penalty: 10475.230469 Iteration 51Q: 3 clusters Score -864617.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -864624.875000 Penalty: 10475.230469 Iteration 52Q: 3 clusters Score -864624.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -864631.312500 Penalty: 10475.230469 Iteration 53Q: 3 clusters Score -864631.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -864633.875000 Penalty: 10475.230469 Iteration 54Q: 3 clusters Score -864633.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -864639.750000 Penalty: 10475.230469 Iteration 55Q: 3 clusters Score -864639.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -864643.812500 Penalty: 10475.230469 Iteration 56Q: 3 clusters Score -864643.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -864646.375000 Penalty: 10475.230469 Iteration 57Q: 3 clusters Score -864646.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -864649.375000 Penalty: 10475.230469 Iteration 58Q: 3 clusters Score -864649.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -864648.937500 Penalty: 10475.230469 Iteration 59Q: 3 clusters Score -864648.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -864650.750000 Penalty: 10475.230469 Iteration 60F: 3 clusters Score -864650.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -864651.687500 Penalty: 10475.230469 Iteration 61Q: 3 clusters Score -864651.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -864651.937500 Penalty: 10475.230469 Iteration 62Q: 3 clusters Score -864651.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -864651.937500 Penalty: 10475.230469 Iteration 63F: 3 clusters Score -864651.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Entering Unmasked Estep Score: -2001987.750000 Penalty: 5753.515625 Iteration 0F: 2 clusters Score -2001988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1990550.750000 Penalty: 11507.031250 Iteration 0F: 3 clusters Score -1990551 nChanged 4520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1993243.125000 Penalty: 11507.031250 Iteration 1F: 3 clusters Score -1993243 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -1993803.125000 Penalty: 11507.031250 Iteration 2F: 3 clusters Score -1993803 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1994207.750000 Penalty: 11507.031250 Iteration 3F: 3 clusters Score -1994208 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1994577.375000 Penalty: 11507.031250 Iteration 4Q: 3 clusters Score -1994577 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1995012.125000 Penalty: 11507.031250 Iteration 5Q: 3 clusters Score -1995012 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1995453.750000 Penalty: 11507.031250 Iteration 6Q: 3 clusters Score -1995454 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -1995877.500000 Penalty: 11507.031250 Iteration 7Q: 3 clusters Score -1995878 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1996259.250000 Penalty: 11507.031250 Iteration 8Q: 3 clusters Score -1996259 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1996600.250000 Penalty: 11507.031250 Iteration 9Q: 3 clusters Score -1996600 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1996891.250000 Penalty: 11507.031250 Iteration 10Q: 3 clusters Score -1996891 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1997174.500000 Penalty: 11507.031250 Iteration 11Q: 3 clusters Score -1997174 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -1997448.500000 Penalty: 11507.031250 Iteration 12Q: 3 clusters Score -1997448 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1997659.500000 Penalty: 11507.031250 Iteration 13Q: 3 clusters Score -1997660 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1997801.875000 Penalty: 11507.031250 Iteration 14Q: 3 clusters Score -1997802 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1997925.625000 Penalty: 11507.031250 Iteration 15Q: 3 clusters Score -1997926 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1998010.250000 Penalty: 11507.031250 Iteration 16Q: 3 clusters Score -1998010 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1998073.500000 Penalty: 11507.031250 Iteration 17Q: 3 clusters Score -1998074 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1998120.500000 Penalty: 11507.031250 Iteration 18Q: 3 clusters Score -1998120 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1998175.500000 Penalty: 11507.031250 Iteration 19Q: 3 clusters Score -1998176 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1998222.375000 Penalty: 11507.031250 Iteration 20F: 3 clusters Score -1998222 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1998258.875000 Penalty: 11507.031250 Iteration 21Q: 3 clusters Score -1998259 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1998294.250000 Penalty: 11507.031250 Iteration 22Q: 3 clusters Score -1998294 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1998332.375000 Penalty: 11507.031250 Iteration 23Q: 3 clusters Score -1998332 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1998392.875000 Penalty: 11507.031250 Iteration 24Q: 3 clusters Score -1998393 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1998462.500000 Penalty: 11507.031250 Iteration 25Q: 3 clusters Score -1998462 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1998534.500000 Penalty: 11507.031250 Iteration 26Q: 3 clusters Score -1998534 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1998592.625000 Penalty: 11507.031250 Iteration 27Q: 3 clusters Score -1998593 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1998650.625000 Penalty: 11507.031250 Iteration 28Q: 3 clusters Score -1998651 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1998699.125000 Penalty: 11507.031250 Iteration 29Q: 3 clusters Score -1998699 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1998728.875000 Penalty: 11507.031250 Iteration 30Q: 3 clusters Score -1998729 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1998760.250000 Penalty: 11507.031250 Iteration 31Q: 3 clusters Score -1998760 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1998794.250000 Penalty: 11507.031250 Iteration 32Q: 3 clusters Score -1998794 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1998811.750000 Penalty: 11507.031250 Iteration 33Q: 3 clusters Score -1998812 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1998841.625000 Penalty: 11507.031250 Iteration 34Q: 3 clusters Score -1998842 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1998859.500000 Penalty: 11507.031250 Iteration 35Q: 3 clusters Score -1998860 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1998886.625000 Penalty: 11507.031250 Iteration 36Q: 3 clusters Score -1998887 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1998905.500000 Penalty: 11507.031250 Iteration 37Q: 3 clusters Score -1998906 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1998930.750000 Penalty: 11507.031250 Iteration 38Q: 3 clusters Score -1998931 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1998947.625000 Penalty: 11507.031250 Iteration 39Q: 3 clusters Score -1998948 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1998968.500000 Penalty: 11507.031250 Iteration 40F: 3 clusters Score -1998968 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1998993.250000 Penalty: 11507.031250 Iteration 41Q: 3 clusters Score -1998993 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1999024.125000 Penalty: 11507.031250 Iteration 42Q: 3 clusters Score -1999024 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1999047.750000 Penalty: 11507.031250 Iteration 43Q: 3 clusters Score -1999048 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1999081.500000 Penalty: 11507.031250 Iteration 44Q: 3 clusters Score -1999082 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1999108.750000 Penalty: 11507.031250 Iteration 45Q: 3 clusters Score -1999109 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1999129.875000 Penalty: 11507.031250 Iteration 46Q: 3 clusters Score -1999130 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1999157.500000 Penalty: 11507.031250 Iteration 47Q: 3 clusters Score -1999158 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1999181.125000 Penalty: 11507.031250 Iteration 48Q: 3 clusters Score -1999181 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1999208.375000 Penalty: 11507.031250 Iteration 49Q: 3 clusters Score -1999208 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1999237.500000 Penalty: 11507.031250 Iteration 50Q: 3 clusters Score -1999238 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1999279.875000 Penalty: 11507.031250 Iteration 51Q: 3 clusters Score -1999280 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1999322.375000 Penalty: 11507.031250 Iteration 52Q: 3 clusters Score -1999322 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1999367.125000 Penalty: 11507.031250 Iteration 53Q: 3 clusters Score -1999367 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1999442.375000 Penalty: 11507.031250 Iteration 54Q: 3 clusters Score -1999442 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1999520.875000 Penalty: 11507.031250 Iteration 55Q: 3 clusters Score -1999521 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1999602.250000 Penalty: 11507.031250 Iteration 56Q: 3 clusters Score -1999602 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1999691.625000 Penalty: 11507.031250 Iteration 57Q: 3 clusters Score -1999692 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1999820.625000 Penalty: 11507.031250 Iteration 58Q: 3 clusters Score -1999821 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1999985.750000 Penalty: 11507.031250 Iteration 59Q: 3 clusters Score -1999986 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -2000145.125000 Penalty: 11507.031250 Iteration 60F: 3 clusters Score -2000145 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -2000248.625000 Penalty: 11507.031250 Iteration 61Q: 3 clusters Score -2000249 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -2000342.125000 Penalty: 11507.031250 Iteration 62Q: 3 clusters Score -2000342 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -2000426.625000 Penalty: 11507.031250 Iteration 63Q: 3 clusters Score -2000427 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -2000491.500000 Penalty: 11507.031250 Iteration 64Q: 3 clusters Score -2000492 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -2000541.500000 Penalty: 11507.031250 Iteration 65Q: 3 clusters Score -2000542 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -2000578.125000 Penalty: 11507.031250 Iteration 66Q: 3 clusters Score -2000578 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -2000613.375000 Penalty: 11507.031250 Iteration 67Q: 3 clusters Score -2000613 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -2000625.875000 Penalty: 11507.031250 Iteration 68Q: 3 clusters Score -2000626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -2000635.250000 Penalty: 11507.031250 Iteration 69Q: 3 clusters Score -2000635 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -2000637.000000 Penalty: 11507.031250 Iteration 70Q: 3 clusters Score -2000637 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -2000639.500000 Penalty: 11507.031250 Iteration 71Q: 3 clusters Score -2000640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -2000639.875000 Penalty: 11507.031250 Iteration 72Q: 3 clusters Score -2000640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -2000642.500000 Penalty: 11507.031250 Iteration 73Q: 3 clusters Score -2000642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -2000648.125000 Penalty: 11507.031250 Iteration 74Q: 3 clusters Score -2000648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -2000647.000000 Penalty: 11507.031250 Iteration 75Q: 3 clusters Score -2000647 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -2000654.000000 Penalty: 11507.031250 Iteration 76Q: 3 clusters Score -2000654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -2000654.250000 Penalty: 11507.031250 Iteration 77Q: 3 clusters Score -2000654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -2000652.500000 Penalty: 11507.031250 Iteration 78Q: 3 clusters Score -2000652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -2000652.625000 Penalty: 11507.031250 Iteration 79Q: 3 clusters Score -2000653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -2000652.625000 Penalty: 11507.031250 Iteration 80F: 3 clusters Score -2000653 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Entering Unmasked Estep Score: -143086.468750 Penalty: 4251.479004 Iteration 0F: 2 clusters Score -143086.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -139315.828125 Penalty: 8502.958008 Iteration 0F: 3 clusters Score -139315.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -140773.125000 Penalty: 8502.958008 Iteration 1F: 3 clusters Score -140773.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -142392.437500 Penalty: 8502.958008 Iteration 2F: 3 clusters Score -142392.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -143774.671875 Penalty: 8502.958008 Iteration 3F: 3 clusters Score -143774.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -145360.062500 Penalty: 8502.958008 Iteration 4F: 3 clusters Score -145360.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -146138.046875 Penalty: 8502.958008 Iteration 5Q: 3 clusters Score -146138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -146187.359375 Penalty: 8502.958008 Iteration 6Q: 3 clusters Score -146187.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -146203.828125 Penalty: 8502.958008 Iteration 7Q: 3 clusters Score -146203.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -146209.078125 Penalty: 8502.958008 Iteration 8Q: 3 clusters Score -146209.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -146226.031250 Penalty: 8502.958008 Iteration 9Q: 3 clusters Score -146226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -146252.281250 Penalty: 8502.958008 Iteration 10Q: 3 clusters Score -146252.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -146266.781250 Penalty: 8502.958008 Iteration 11Q: 3 clusters Score -146266.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -146275.296875 Penalty: 8502.958008 Iteration 12Q: 3 clusters Score -146275.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -146275.296875 Penalty: 8502.958008 Iteration 13F: 3 clusters Score -146275.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 241 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 8176 members Mstep: Class 17 contains 793 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep Score: -70969720.000000 Penalty: 158266.750000 Splitting cluster 13 changes total score from -70970264.000000 to -70969720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Entering Unmasked Estep Score: -58085.312500 Penalty: 3622.020752 Iteration 0F: 2 clusters Score -58085.31 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 191 members Entering Unmasked Estep Score: -54963.957031 Penalty: 7244.041504 Iteration 0F: 3 clusters Score -54963.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -55040.605469 Penalty: 7244.041504 Iteration 1Q: 3 clusters Score -55040.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -55083.851562 Penalty: 7244.041504 Iteration 2Q: 3 clusters Score -55083.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -55083.851562 Penalty: 7244.041504 Iteration 3F: 3 clusters Score -55083.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Entering Unmasked Estep Score: -248549.250000 Penalty: 4526.864258 Iteration 0F: 2 clusters Score -248549.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -244065.296875 Penalty: 9053.728516 Iteration 0F: 3 clusters Score -244065.3 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -245522.437500 Penalty: 9053.728516 Iteration 1F: 3 clusters Score -245522.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -246571.093750 Penalty: 9053.728516 Iteration 2F: 3 clusters Score -246571.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -247468.750000 Penalty: 9053.728516 Iteration 3F: 3 clusters Score -247468.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -248086.937500 Penalty: 9053.728516 Iteration 4F: 3 clusters Score -248086.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -248450.734375 Penalty: 9053.728516 Iteration 5Q: 3 clusters Score -248450.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -248707.921875 Penalty: 9053.728516 Iteration 6Q: 3 clusters Score -248707.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -248976.234375 Penalty: 9053.728516 Iteration 7Q: 3 clusters Score -248976.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -249041.234375 Penalty: 9053.728516 Iteration 8Q: 3 clusters Score -249041.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -249089.250000 Penalty: 9053.728516 Iteration 9Q: 3 clusters Score -249089.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -249110.109375 Penalty: 9053.728516 Iteration 10Q: 3 clusters Score -249110.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -249117.843750 Penalty: 9053.728516 Iteration 11Q: 3 clusters Score -249117.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -249127.265625 Penalty: 9053.728516 Iteration 12Q: 3 clusters Score -249127.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -249129.890625 Penalty: 9053.728516 Iteration 13Q: 3 clusters Score -249129.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -249134.515625 Penalty: 9053.728516 Iteration 14Q: 3 clusters Score -249134.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -249134.515625 Penalty: 9053.728516 Iteration 15F: 3 clusters Score -249134.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 12889 members Mstep: Class 3 contains 6080 members Mstep: Class 4 contains 101858 members Mstep: Class 5 contains 46645 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 25012 members Mstep: Class 8 contains 4060 members Mstep: Class 9 contains 906 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 12010 members Mstep: Class 13 contains 1034 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 398 members Mstep: Class 16 contains 8176 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 144898 members Mstep: Class 19 contains 1926 members Mstep: Class 21 contains 14373 members Entering Unmasked Estep Score: -70967560.000000 Penalty: 158266.750000 Splitting cluster 15 changes total score from -70970264.000000 to -70967560.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (8176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Entering Unmasked Estep Score: -1442743.375000 Penalty: 5517.986816 Iteration 0F: 2 clusters Score -1442743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1433647.000000 Penalty: 11035.973633 Iteration 0F: 3 clusters Score -1433647 nChanged 2874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1435396.875000 Penalty: 11035.973633 Iteration 1F: 3 clusters Score -1435397 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1435798.375000 Penalty: 11035.973633 Iteration 2F: 3 clusters Score -1435798 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1436010.375000 Penalty: 11035.973633 Iteration 3Q: 3 clusters Score -1436010 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1436124.750000 Penalty: 11035.973633 Iteration 4Q: 3 clusters Score -1436125 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1436212.500000 Penalty: 11035.973633 Iteration 5Q: 3 clusters Score -1436212 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1436277.125000 Penalty: 11035.973633 Iteration 6Q: 3 clusters Score -1436277 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1436327.750000 Penalty: 11035.973633 Iteration 7Q: 3 clusters Score -1436328 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1436373.500000 Penalty: 11035.973633 Iteration 8Q: 3 clusters Score -1436374 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1436399.875000 Penalty: 11035.973633 Iteration 9Q: 3 clusters Score -1436400 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1436427.875000 Penalty: 11035.973633 Iteration 10Q: 3 clusters Score -1436428 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1436447.250000 Penalty: 11035.973633 Iteration 11Q: 3 clusters Score -1436447 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1436461.000000 Penalty: 11035.973633 Iteration 12Q: 3 clusters Score -1436461 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1436480.000000 Penalty: 11035.973633 Iteration 13Q: 3 clusters Score -1436480 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1436494.750000 Penalty: 11035.973633 Iteration 14Q: 3 clusters Score -1436495 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1436505.375000 Penalty: 11035.973633 Iteration 15Q: 3 clusters Score -1436505 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1436519.500000 Penalty: 11035.973633 Iteration 16Q: 3 clusters Score -1436520 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1436535.125000 Penalty: 11035.973633 Iteration 17Q: 3 clusters Score -1436535 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1436542.625000 Penalty: 11035.973633 Iteration 18Q: 3 clusters Score -1436543 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1436553.250000 Penalty: 11035.973633 Iteration 19Q: 3 clusters Score -1436553 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1436560.875000 Penalty: 11035.973633 Iteration 20F: 3 clusters Score -1436561 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1436569.250000 Penalty: 11035.973633 Iteration 21Q: 3 clusters Score -1436569 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1436576.250000 Penalty: 11035.973633 Iteration 22Q: 3 clusters Score -1436576 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1436578.625000 Penalty: 11035.973633 Iteration 23Q: 3 clusters Score -1436579 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1436583.875000 Penalty: 11035.973633 Iteration 24Q: 3 clusters Score -1436584 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1436583.125000 Penalty: 11035.973633 Iteration 25Q: 3 clusters Score -1436583 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -1436589.750000 Penalty: 11035.973633 Iteration 26Q: 3 clusters Score -1436590 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1436592.250000 Penalty: 11035.973633 Iteration 27Q: 3 clusters Score -1436592 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1436602.875000 Penalty: 11035.973633 Iteration 28Q: 3 clusters Score -1436603 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1436611.250000 Penalty: 11035.973633 Iteration 29Q: 3 clusters Score -1436611 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1436614.875000 Penalty: 11035.973633 Iteration 30Q: 3 clusters Score -1436615 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1436619.125000 Penalty: 11035.973633 Iteration 31Q: 3 clusters Score -1436619 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1436624.375000 Penalty: 11035.973633 Iteration 32Q: 3 clusters Score -1436624 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1436629.500000 Penalty: 11035.973633 Iteration 33Q: 3 clusters Score -1436630 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -1436635.000000 Penalty: 11035.973633 Iteration 34Q: 3 clusters Score -1436635 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1436638.875000 Penalty: 11035.973633 Iteration 35Q: 3 clusters Score -1436639 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1436646.375000 Penalty: 11035.973633 Iteration 36Q: 3 clusters Score -1436646 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1436647.000000 Penalty: 11035.973633 Iteration 37Q: 3 clusters Score -1436647 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1436649.250000 Penalty: 11035.973633 Iteration 38Q: 3 clusters Score -1436649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1436647.875000 Penalty: 11035.973633 Iteration 39Q: 3 clusters Score -1436648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1436651.875000 Penalty: 11035.973633 Iteration 40F: 3 clusters Score -1436652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1436650.625000 Penalty: 11035.973633 Iteration 41Q: 3 clusters Score -1436651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1436656.125000 Penalty: 11035.973633 Iteration 42Q: 3 clusters Score -1436656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1436655.250000 Penalty: 11035.973633 Iteration 43Q: 3 clusters Score -1436655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1436654.750000 Penalty: 11035.973633 Iteration 44Q: 3 clusters Score -1436655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1436655.375000 Penalty: 11035.973633 Iteration 45Q: 3 clusters Score -1436655 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1436655.375000 Penalty: 11035.973633 Iteration 46F: 3 clusters Score -1436655 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (144898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144898 members Entering Unmasked Estep Score: -25580858.000000 Penalty: 7278.818359 Iteration 0F: 2 clusters Score -2.558086e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72735 members Mstep: Class 2 contains 72163 members Entering Unmasked Estep Score: -25482738.000000 Penalty: 14557.636719 Iteration 0F: 3 clusters Score -2.548274e+07 nChanged 67220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74181 members Mstep: Class 2 contains 70717 members Entering Unmasked Estep Score: -25520012.000000 Penalty: 14557.636719 Iteration 1F: 3 clusters Score -2.552001e+07 nChanged 5243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75142 members Mstep: Class 2 contains 69756 members Entering Unmasked Estep Score: -25521444.000000 Penalty: 14557.636719 Iteration 2Q: 3 clusters Score -2.552144e+07 nChanged 5145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76507 members Mstep: Class 2 contains 68391 members Entering Unmasked Estep Score: -25522924.000000 Penalty: 14557.636719 Iteration 3Q: 3 clusters Score -2.552292e+07 nChanged 5144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78467 members Mstep: Class 2 contains 66431 members Entering Unmasked Estep Score: -25524600.000000 Penalty: 14557.636719 Iteration 4Q: 3 clusters Score -2.55246e+07 nChanged 5429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81266 members Mstep: Class 2 contains 63632 members Entering Unmasked Estep Score: -25526560.000000 Penalty: 14557.636719 Iteration 5Q: 3 clusters Score -2.552656e+07 nChanged 5941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85277 members Mstep: Class 2 contains 59621 members Entering Unmasked Estep Score: -25528994.000000 Penalty: 14557.636719 Iteration 6Q: 3 clusters Score -2.552899e+07 nChanged 6832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90737 members Mstep: Class 2 contains 54161 members Entering Unmasked Estep Score: -25532354.000000 Penalty: 14557.636719 Iteration 7Q: 3 clusters Score -2.553235e+07 nChanged 8062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98087 members Mstep: Class 2 contains 46811 members Entering Unmasked Estep Score: -25537176.000000 Penalty: 14557.636719 Iteration 8F: 3 clusters Score -2.553718e+07 nChanged 9412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107209 members Mstep: Class 2 contains 37689 members Entering Unmasked Estep Score: -25543966.000000 Penalty: 14557.636719 Iteration 9F: 3 clusters Score -2.554397e+07 nChanged 10137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117264 members Mstep: Class 2 contains 27634 members Entering Unmasked Estep Score: -25552172.000000 Penalty: 14557.636719 Iteration 10F: 3 clusters Score -2.555217e+07 nChanged 9677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126927 members Mstep: Class 2 contains 17971 members Entering Unmasked Estep Score: -25560606.000000 Penalty: 14557.636719 Iteration 11F: 3 clusters Score -2.556061e+07 nChanged 7547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134470 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -25566934.000000 Penalty: 14557.636719 Iteration 12F: 3 clusters Score -2.556693e+07 nChanged 4693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139151 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -25571040.000000 Penalty: 14557.636719 Iteration 13Q: 3 clusters Score -2.557104e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141508 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -25573218.000000 Penalty: 14557.636719 Iteration 14Q: 3 clusters Score -2.557322e+07 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142523 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -25574266.000000 Penalty: 14557.636719 Iteration 15Q: 3 clusters Score -2.557427e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142983 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -25574808.000000 Penalty: 14557.636719 Iteration 16Q: 3 clusters Score -2.557481e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143204 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -25575178.000000 Penalty: 14557.636719 Iteration 17Q: 3 clusters Score -2.557518e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143315 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -25575436.000000 Penalty: 14557.636719 Iteration 18Q: 3 clusters Score -2.557544e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143366 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -25575606.000000 Penalty: 14557.636719 Iteration 19Q: 3 clusters Score -2.557561e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143403 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -25575712.000000 Penalty: 14557.636719 Iteration 20F: 3 clusters Score -2.557571e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143432 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -25575752.000000 Penalty: 14557.636719 Iteration 21Q: 3 clusters Score -2.557575e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143447 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -25575828.000000 Penalty: 14557.636719 Iteration 22Q: 3 clusters Score -2.557583e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143458 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -25575842.000000 Penalty: 14557.636719 Iteration 23Q: 3 clusters Score -2.557584e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143470 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -25575856.000000 Penalty: 14557.636719 Iteration 24Q: 3 clusters Score -2.557586e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143469 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -25575922.000000 Penalty: 14557.636719 Iteration 25Q: 3 clusters Score -2.557592e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143471 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -25575886.000000 Penalty: 14557.636719 Iteration 26Q: 3 clusters Score -2.557589e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143478 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -25575906.000000 Penalty: 14557.636719 Iteration 27Q: 3 clusters Score -2.557591e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143488 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -25575968.000000 Penalty: 14557.636719 Iteration 28Q: 3 clusters Score -2.557597e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143499 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -25575994.000000 Penalty: 14557.636719 Iteration 29Q: 3 clusters Score -2.557599e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143502 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -25576014.000000 Penalty: 14557.636719 Iteration 30Q: 3 clusters Score -2.557601e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143503 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -25576002.000000 Penalty: 14557.636719 Iteration 31Q: 3 clusters Score -2.5576e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143507 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -25576036.000000 Penalty: 14557.636719 Iteration 32Q: 3 clusters Score -2.557604e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143507 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -25576034.000000 Penalty: 14557.636719 Iteration 33Q: 3 clusters Score -2.557603e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143505 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -25576036.000000 Penalty: 14557.636719 Iteration 34Q: 3 clusters Score -2.557604e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143508 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -25576010.000000 Penalty: 14557.636719 Iteration 35Q: 3 clusters Score -2.557601e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143507 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -25576004.000000 Penalty: 14557.636719 Iteration 36Q: 3 clusters Score -2.5576e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143509 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -25576010.000000 Penalty: 14557.636719 Iteration 37Q: 3 clusters Score -2.557601e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143507 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -25576046.000000 Penalty: 14557.636719 Iteration 38Q: 3 clusters Score -2.557605e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143506 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -25576090.000000 Penalty: 14557.636719 Iteration 39Q: 3 clusters Score -2.557609e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143504 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -25576094.000000 Penalty: 14557.636719 Iteration 40F: 3 clusters Score -2.557609e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143498 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -25576116.000000 Penalty: 14557.636719 Iteration 41Q: 3 clusters Score -2.557612e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143490 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -25576092.000000 Penalty: 14557.636719 Iteration 42Q: 3 clusters Score -2.557609e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143488 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -25576108.000000 Penalty: 14557.636719 Iteration 43Q: 3 clusters Score -2.557611e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143485 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -25576090.000000 Penalty: 14557.636719 Iteration 44Q: 3 clusters Score -2.557609e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143482 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -25576078.000000 Penalty: 14557.636719 Iteration 45Q: 3 clusters Score -2.557608e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143477 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -25576066.000000 Penalty: 14557.636719 Iteration 46Q: 3 clusters Score -2.557607e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143471 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -25576098.000000 Penalty: 14557.636719 Iteration 47Q: 3 clusters Score -2.55761e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143460 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -25576090.000000 Penalty: 14557.636719 Iteration 48Q: 3 clusters Score -2.557609e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143460 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -25576070.000000 Penalty: 14557.636719 Iteration 49Q: 3 clusters Score -2.557607e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143461 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -25576104.000000 Penalty: 14557.636719 Iteration 50Q: 3 clusters Score -2.55761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143458 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -25576104.000000 Penalty: 14557.636719 Iteration 51Q: 3 clusters Score -2.55761e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143457 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -25576096.000000 Penalty: 14557.636719 Iteration 52Q: 3 clusters Score -2.55761e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143454 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -25576112.000000 Penalty: 14557.636719 Iteration 53Q: 3 clusters Score -2.557611e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143451 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -25576116.000000 Penalty: 14557.636719 Iteration 54Q: 3 clusters Score -2.557612e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143447 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -25576130.000000 Penalty: 14557.636719 Iteration 55Q: 3 clusters Score -2.557613e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143444 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -25576130.000000 Penalty: 14557.636719 Iteration 56Q: 3 clusters Score -2.557613e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143442 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -25576134.000000 Penalty: 14557.636719 Iteration 57Q: 3 clusters Score -2.557613e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143443 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -25576120.000000 Penalty: 14557.636719 Iteration 58Q: 3 clusters Score -2.557612e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143442 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -25576120.000000 Penalty: 14557.636719 Iteration 59Q: 3 clusters Score -2.557612e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143441 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -25576132.000000 Penalty: 14557.636719 Iteration 60F: 3 clusters Score -2.557613e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143437 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -25576140.000000 Penalty: 14557.636719 Iteration 61Q: 3 clusters Score -2.557614e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143435 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -25576124.000000 Penalty: 14557.636719 Iteration 62Q: 3 clusters Score -2.557612e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143436 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -25576132.000000 Penalty: 14557.636719 Iteration 63Q: 3 clusters Score -2.557613e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143437 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -25576138.000000 Penalty: 14557.636719 Iteration 64Q: 3 clusters Score -2.557614e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143437 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -25576138.000000 Penalty: 14557.636719 Iteration 65F: 3 clusters Score -2.557614e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -336955.656250 Penalty: 4632.460449 Iteration 0F: 2 clusters Score -336955.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -332000.156250 Penalty: 9264.920898 Iteration 0F: 3 clusters Score -332000.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -332580.531250 Penalty: 9264.920898 Iteration 1F: 3 clusters Score -332580.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -332794.531250 Penalty: 9264.920898 Iteration 2F: 3 clusters Score -332794.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -332921.156250 Penalty: 9264.920898 Iteration 3Q: 3 clusters Score -332921.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -333059.031250 Penalty: 9264.920898 Iteration 4Q: 3 clusters Score -333059 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -333177.406250 Penalty: 9264.920898 Iteration 5Q: 3 clusters Score -333177.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -333266.000000 Penalty: 9264.920898 Iteration 6Q: 3 clusters Score -333266 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -333346.875000 Penalty: 9264.920898 Iteration 7Q: 3 clusters Score -333346.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -333408.218750 Penalty: 9264.920898 Iteration 8Q: 3 clusters Score -333408.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -333439.906250 Penalty: 9264.920898 Iteration 9Q: 3 clusters Score -333439.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -333462.500000 Penalty: 9264.920898 Iteration 10Q: 3 clusters Score -333462.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -333484.875000 Penalty: 9264.920898 Iteration 11Q: 3 clusters Score -333484.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -333498.000000 Penalty: 9264.920898 Iteration 12Q: 3 clusters Score -333498 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -333511.718750 Penalty: 9264.920898 Iteration 13Q: 3 clusters Score -333511.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -333524.406250 Penalty: 9264.920898 Iteration 14Q: 3 clusters Score -333524.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -333532.937500 Penalty: 9264.920898 Iteration 15Q: 3 clusters Score -333532.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -333542.062500 Penalty: 9264.920898 Iteration 16Q: 3 clusters Score -333542.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -333554.406250 Penalty: 9264.920898 Iteration 17Q: 3 clusters Score -333554.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -333569.906250 Penalty: 9264.920898 Iteration 18Q: 3 clusters Score -333569.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -333595.531250 Penalty: 9264.920898 Iteration 19Q: 3 clusters Score -333595.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -333618.093750 Penalty: 9264.920898 Iteration 20F: 3 clusters Score -333618.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -333652.406250 Penalty: 9264.920898 Iteration 21Q: 3 clusters Score -333652.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -333703.437500 Penalty: 9264.920898 Iteration 22Q: 3 clusters Score -333703.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -333752.437500 Penalty: 9264.920898 Iteration 23Q: 3 clusters Score -333752.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -333799.156250 Penalty: 9264.920898 Iteration 24Q: 3 clusters Score -333799.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -333867.000000 Penalty: 9264.920898 Iteration 25Q: 3 clusters Score -333867 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -333955.218750 Penalty: 9264.920898 Iteration 26Q: 3 clusters Score -333955.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -334063.718750 Penalty: 9264.920898 Iteration 27Q: 3 clusters Score -334063.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -334216.562500 Penalty: 9264.920898 Iteration 28Q: 3 clusters Score -334216.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -334458.343750 Penalty: 9264.920898 Iteration 29Q: 3 clusters Score -334458.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -334788.937500 Penalty: 9264.920898 Iteration 30Q: 3 clusters Score -334788.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -334976.500000 Penalty: 9264.920898 Iteration 31Q: 3 clusters Score -334976.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -335070.375000 Penalty: 9264.920898 Iteration 32Q: 3 clusters Score -335070.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -335167.218750 Penalty: 9264.920898 Iteration 33Q: 3 clusters Score -335167.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -335268.312500 Penalty: 9264.920898 Iteration 34Q: 3 clusters Score -335268.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -335335.187500 Penalty: 9264.920898 Iteration 35Q: 3 clusters Score -335335.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -335411.437500 Penalty: 9264.920898 Iteration 36Q: 3 clusters Score -335411.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -335500.281250 Penalty: 9264.920898 Iteration 37Q: 3 clusters Score -335500.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -335549.343750 Penalty: 9264.920898 Iteration 38Q: 3 clusters Score -335549.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -335559.250000 Penalty: 9264.920898 Iteration 39Q: 3 clusters Score -335559.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -335559.750000 Penalty: 9264.920898 Iteration 40F: 3 clusters Score -335559.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -335562.781250 Penalty: 9264.920898 Iteration 41Q: 3 clusters Score -335562.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -335562.781250 Penalty: 9264.920898 Iteration 42F: 3 clusters Score -335562.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Entering Unmasked Estep Score: -2509565.000000 Penalty: 5863.527832 Iteration 0F: 2 clusters Score -2509565 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -2496649.250000 Penalty: 11727.055664 Iteration 0F: 3 clusters Score -2496649 nChanged 5580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -2499831.500000 Penalty: 11727.055664 Iteration 1F: 3 clusters Score -2499832 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -2500549.500000 Penalty: 11727.055664 Iteration 2F: 3 clusters Score -2500550 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -2501039.750000 Penalty: 11727.055664 Iteration 3F: 3 clusters Score -2501040 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -2501462.500000 Penalty: 11727.055664 Iteration 4Q: 3 clusters Score -2501462 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -2501881.500000 Penalty: 11727.055664 Iteration 5Q: 3 clusters Score -2501882 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -2502323.000000 Penalty: 11727.055664 Iteration 6Q: 3 clusters Score -2502323 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -2502748.000000 Penalty: 11727.055664 Iteration 7Q: 3 clusters Score -2502748 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -2503171.000000 Penalty: 11727.055664 Iteration 8Q: 3 clusters Score -2503171 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -2503647.000000 Penalty: 11727.055664 Iteration 9Q: 3 clusters Score -2503647 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -2504139.750000 Penalty: 11727.055664 Iteration 10Q: 3 clusters Score -2504140 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -2504722.250000 Penalty: 11727.055664 Iteration 11Q: 3 clusters Score -2504722 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -2505252.500000 Penalty: 11727.055664 Iteration 12Q: 3 clusters Score -2505252 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -2505727.000000 Penalty: 11727.055664 Iteration 13Q: 3 clusters Score -2505727 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -2506078.750000 Penalty: 11727.055664 Iteration 14Q: 3 clusters Score -2506079 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -2506335.000000 Penalty: 11727.055664 Iteration 15Q: 3 clusters Score -2506335 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -2506515.000000 Penalty: 11727.055664 Iteration 16Q: 3 clusters Score -2506515 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -2506611.750000 Penalty: 11727.055664 Iteration 17Q: 3 clusters Score -2506612 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -2506677.750000 Penalty: 11727.055664 Iteration 18Q: 3 clusters Score -2506678 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -2506719.250000 Penalty: 11727.055664 Iteration 19Q: 3 clusters Score -2506719 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -2506732.500000 Penalty: 11727.055664 Iteration 20F: 3 clusters Score -2506732 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -2506762.500000 Penalty: 11727.055664 Iteration 21Q: 3 clusters Score -2506762 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -2506791.000000 Penalty: 11727.055664 Iteration 22Q: 3 clusters Score -2506791 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -2506800.750000 Penalty: 11727.055664 Iteration 23Q: 3 clusters Score -2506801 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 12058 members Entering Unmasked Estep Score: -2506815.000000 Penalty: 11727.055664 Iteration 24Q: 3 clusters Score -2506815 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -2506831.750000 Penalty: 11727.055664 Iteration 25Q: 3 clusters Score -2506832 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -2506839.500000 Penalty: 11727.055664 Iteration 26Q: 3 clusters Score -2506840 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -2506843.250000 Penalty: 11727.055664 Iteration 27Q: 3 clusters Score -2506843 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 12106 members Entering Unmasked Estep Score: -2506849.250000 Penalty: 11727.055664 Iteration 28Q: 3 clusters Score -2506849 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -2506852.500000 Penalty: 11727.055664 Iteration 29Q: 3 clusters Score -2506852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -2506862.500000 Penalty: 11727.055664 Iteration 30Q: 3 clusters Score -2506862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -2506872.750000 Penalty: 11727.055664 Iteration 31Q: 3 clusters Score -2506873 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -2506870.500000 Penalty: 11727.055664 Iteration 32Q: 3 clusters Score -2506870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -2506878.000000 Penalty: 11727.055664 Iteration 33Q: 3 clusters Score -2506878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -2506875.750000 Penalty: 11727.055664 Iteration 34Q: 3 clusters Score -2506876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -2506886.000000 Penalty: 11727.055664 Iteration 35Q: 3 clusters Score -2506886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -2506881.500000 Penalty: 11727.055664 Iteration 36Q: 3 clusters Score -2506882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -2506876.250000 Penalty: 11727.055664 Iteration 37Q: 3 clusters Score -2506876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -2506877.750000 Penalty: 11727.055664 Iteration 38Q: 3 clusters Score -2506878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -2506882.000000 Penalty: 11727.055664 Iteration 39Q: 3 clusters Score -2506882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -2506881.500000 Penalty: 11727.055664 Iteration 40F: 3 clusters Score -2506882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -2506882.500000 Penalty: 11727.055664 Iteration 41Q: 3 clusters Score -2506882 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -2506887.750000 Penalty: 11727.055664 Iteration 42Q: 3 clusters Score -2506888 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -2506890.750000 Penalty: 11727.055664 Iteration 43Q: 3 clusters Score -2506891 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -2506890.250000 Penalty: 11727.055664 Iteration 44Q: 3 clusters Score -2506890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -2506893.750000 Penalty: 11727.055664 Iteration 45Q: 3 clusters Score -2506894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -2506897.000000 Penalty: 11727.055664 Iteration 46Q: 3 clusters Score -2506897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -2506905.000000 Penalty: 11727.055664 Iteration 47Q: 3 clusters Score -2506905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 12200 members Entering Unmasked Estep Score: -2506901.500000 Penalty: 11727.055664 Iteration 48Q: 3 clusters Score -2506902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -2506907.250000 Penalty: 11727.055664 Iteration 49Q: 3 clusters Score -2506907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -2506907.000000 Penalty: 11727.055664 Iteration 50Q: 3 clusters Score -2506907 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -2506907.000000 Penalty: 11727.055664 Iteration 51Q: 3 clusters Score -2506907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -2506909.000000 Penalty: 11727.055664 Iteration 52Q: 3 clusters Score -2506909 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -2506909.000000 Penalty: 11727.055664 Iteration 53F: 3 clusters Score -2506909 nChanged 0 --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -212985024.000000 Penalty: 163138.515625 23->20 Clusters: Score -212985024.000000, best is -213051088.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17823 members Mstep: Class 2 contains 17939 members Mstep: Class 3 contains 17662 members Mstep: Class 4 contains 17824 members Mstep: Class 5 contains 17980 members Mstep: Class 6 contains 17587 members Mstep: Class 7 contains 17718 members Mstep: Class 8 contains 17808 members Mstep: Class 9 contains 17655 members Mstep: Class 10 contains 17784 members Mstep: Class 11 contains 17608 members Mstep: Class 12 contains 17660 members Mstep: Class 13 contains 17599 members Mstep: Class 14 contains 17608 members Mstep: Class 15 contains 17693 members Mstep: Class 16 contains 17672 members Mstep: Class 17 contains 17681 members Mstep: Class 18 contains 17683 members Mstep: Class 19 contains 17970 members Mstep: Class 20 contains 18002 members Mstep: Class 21 contains 17683 members Mstep: Class 22 contains 17932 members Mstep: Class 23 contains 17720 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 302.880920 but Gain 7913.343750 Score: -66166364.000000 Penalty: 174093.421875 Iteration 0F: 23 clusters Score -6.616636e+07 nChanged 386135 Entering Unmasked Mstep Mstep: Class 0 contains 2768 members Mstep: Class 1 contains 23434 members Mstep: Class 2 contains 2104 members Mstep: Class 3 contains 15301 members Mstep: Class 4 contains 12441 members Mstep: Class 6 contains 3870 members Mstep: Class 7 contains 2240 members Mstep: Class 8 contains 6352 members Mstep: Class 9 contains 10809 members Mstep: Class 10 contains 27040 members Mstep: Class 11 contains 11695 members Mstep: Class 12 contains 18320 members Mstep: Class 13 contains 9326 members Mstep: Class 14 contains 11425 members Mstep: Class 15 contains 9027 members Mstep: Class 16 contains 10676 members Mstep: Class 17 contains 12685 members Mstep: Class 18 contains 8731 members Mstep: Class 19 contains 3771 members Mstep: Class 20 contains 26713 members Mstep: Class 21 contains 4151 members Mstep: Class 22 contains 126924 members Mstep: Class 23 contains 48488 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1736.848145 but Gain 7913.328125 Score: -69344808.000000 Penalty: 166180.093750 Iteration 1F: 22 clusters Score -6.934481e+07 nChanged 171341 Entering Unmasked Mstep Mstep: Class 0 contains 1524 members Mstep: Class 1 contains 20298 members Mstep: Class 2 contains 1604 members Mstep: Class 3 contains 14048 members Mstep: Class 4 contains 10799 members Mstep: Class 6 contains 1519 members Mstep: Class 7 contains 1100 members Mstep: Class 8 contains 4238 members Mstep: Class 9 contains 3472 members Mstep: Class 10 contains 27672 members Mstep: Class 11 contains 9313 members Mstep: Class 12 contains 6093 members Mstep: Class 13 contains 1602 members Mstep: Class 14 contains 9822 members Mstep: Class 15 contains 8177 members Mstep: Class 16 contains 6500 members Mstep: Class 17 contains 8668 members Mstep: Class 19 contains 1364 members Mstep: Class 20 contains 34776 members Mstep: Class 21 contains 1256 members Mstep: Class 22 contains 188697 members Mstep: Class 23 contains 45749 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1053.855225 but Gain 7913.343750 Score: -70108896.000000 Penalty: 158266.750000 Iteration 2F: 21 clusters Score -7.01089e+07 nChanged 112842 Entering Unmasked Mstep Mstep: Class 0 contains 530 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 2177 members Mstep: Class 3 contains 17794 members Mstep: Class 4 contains 11457 members Mstep: Class 6 contains 1786 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 4604 members Mstep: Class 9 contains 2647 members Mstep: Class 10 contains 31250 members Mstep: Class 11 contains 4273 members Mstep: Class 12 contains 3151 members Mstep: Class 13 contains 559 members Mstep: Class 14 contains 9475 members Mstep: Class 15 contains 7375 members Mstep: Class 16 contains 2850 members Mstep: Class 17 contains 7009 members Mstep: Class 20 contains 58039 members Mstep: Class 21 contains 973 members Mstep: Class 22 contains 203146 members Mstep: Class 23 contains 25524 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 2373.890625 but Gain 7913.328125 Score: -70408912.000000 Penalty: 150353.421875 Iteration 3F: 20 clusters Score -7.040891e+07 nChanged 72987 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 2388 members Mstep: Class 3 contains 22585 members Mstep: Class 4 contains 13163 members Mstep: Class 6 contains 1756 members Mstep: Class 7 contains 1351 members Mstep: Class 8 contains 5331 members Mstep: Class 9 contains 2454 members Mstep: Class 10 contains 36328 members Mstep: Class 11 contains 2056 members Mstep: Class 12 contains 2554 members Mstep: Class 13 contains 617 members Mstep: Class 14 contains 9859 members Mstep: Class 15 contains 7851 members Mstep: Class 17 contains 6501 members Mstep: Class 20 contains 78947 members Mstep: Class 21 contains 1106 members Mstep: Class 22 contains 190927 members Mstep: Class 23 contains 13052 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 2162.160645 but Gain 7913.343750 Score: -70528632.000000 Penalty: 142440.078125 Iteration 4F: 19 clusters Score -7.052863e+07 nChanged 46988 Entering Unmasked Mstep Mstep: Class 0 contains 283 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 2390 members Mstep: Class 3 contains 24203 members Mstep: Class 4 contains 14532 members Mstep: Class 6 contains 1685 members Mstep: Class 7 contains 1346 members Mstep: Class 8 contains 5772 members Mstep: Class 9 contains 2238 members Mstep: Class 10 contains 40049 members Mstep: Class 12 contains 2752 members Mstep: Class 13 contains 637 members Mstep: Class 14 contains 9864 members Mstep: Class 15 contains 8127 members Mstep: Class 17 contains 6409 members Mstep: Class 20 contains 94557 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 172919 members Mstep: Class 23 contains 9572 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 4365.549805 but Gain 7913.343750 Score: -70594776.000000 Penalty: 134526.734375 Iteration 5F: 18 clusters Score -7.059478e+07 nChanged 34359 Entering Unmasked Mstep Mstep: Class 0 contains 279 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 2385 members Mstep: Class 3 contains 24473 members Mstep: Class 4 contains 15724 members Mstep: Class 7 contains 1351 members Mstep: Class 8 contains 6117 members Mstep: Class 9 contains 2195 members Mstep: Class 10 contains 41743 members Mstep: Class 12 contains 3480 members Mstep: Class 13 contains 641 members Mstep: Class 14 contains 9805 members Mstep: Class 15 contains 8270 members Mstep: Class 17 contains 6437 members Mstep: Class 20 contains 105128 members Mstep: Class 21 contains 1344 members Mstep: Class 22 contains 158700 members Mstep: Class 23 contains 9126 members Entering Unmasked Estep ConsiderDeletion Score: -70642744.000000 Penalty: 134526.734375 Iteration 6F: 18 clusters Score -7.064274e+07 nChanged 25195 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 2380 members Mstep: Class 3 contains 22565 members Mstep: Class 4 contains 16602 members Mstep: Class 7 contains 1357 members Mstep: Class 8 contains 6333 members Mstep: Class 9 contains 2294 members Mstep: Class 10 contains 42102 members Mstep: Class 12 contains 4173 members Mstep: Class 13 contains 611 members Mstep: Class 14 contains 9641 members Mstep: Class 15 contains 8251 members Mstep: Class 17 contains 6430 members Mstep: Class 20 contains 111433 members Mstep: Class 21 contains 1324 members Mstep: Class 22 contains 150648 members Mstep: Class 23 contains 8985 members Entering Unmasked Estep ConsiderDeletion Score: -70670360.000000 Penalty: 134526.734375 Iteration 7F: 18 clusters Score -7.067036e+07 nChanged 18686 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 14701 members Mstep: Class 2 contains 2380 members Mstep: Class 3 contains 20790 members Mstep: Class 4 contains 17403 members Mstep: Class 7 contains 1361 members Mstep: Class 8 contains 6526 members Mstep: Class 9 contains 2323 members Mstep: Class 10 contains 41700 members Mstep: Class 12 contains 4795 members Mstep: Class 13 contains 586 members Mstep: Class 14 contains 9354 members Mstep: Class 15 contains 8129 members Mstep: Class 17 contains 6352 members Mstep: Class 20 contains 114616 members Mstep: Class 21 contains 1317 members Mstep: Class 22 contains 146953 members Mstep: Class 23 contains 8733 members Entering Unmasked Estep ConsiderDeletion Score: -70683840.000000 Penalty: 134526.734375 Iteration 8Q: 18 clusters Score -7.068384e+07 nChanged 13842 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 2377 members Mstep: Class 3 contains 19515 members Mstep: Class 4 contains 18397 members Mstep: Class 7 contains 1363 members Mstep: Class 8 contains 6703 members Mstep: Class 9 contains 2336 members Mstep: Class 10 contains 40836 members Mstep: Class 12 contains 5363 members Mstep: Class 13 contains 563 members Mstep: Class 14 contains 9008 members Mstep: Class 15 contains 7942 members Mstep: Class 17 contains 6198 members Mstep: Class 20 contains 115953 members Mstep: Class 21 contains 1316 members Mstep: Class 22 contains 145484 members Mstep: Class 23 contains 8431 members Entering Unmasked Estep ConsiderDeletion Score: -70691776.000000 Penalty: 134526.734375 Iteration 9Q: 18 clusters Score -7.069178e+07 nChanged 10687 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 2372 members Mstep: Class 3 contains 18691 members Mstep: Class 4 contains 19586 members Mstep: Class 7 contains 1368 members Mstep: Class 8 contains 6867 members Mstep: Class 9 contains 2341 members Mstep: Class 10 contains 39800 members Mstep: Class 12 contains 5777 members Mstep: Class 13 contains 541 members Mstep: Class 14 contains 8657 members Mstep: Class 15 contains 7627 members Mstep: Class 17 contains 6025 members Mstep: Class 20 contains 116401 members Mstep: Class 21 contains 1314 members Mstep: Class 22 contains 145160 members Mstep: Class 23 contains 8123 members Entering Unmasked Estep ConsiderDeletion Score: -70698072.000000 Penalty: 134526.734375 Iteration 10Q: 18 clusters Score -7.069807e+07 nChanged 8709 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 18259 members Mstep: Class 2 contains 2367 members Mstep: Class 3 contains 18062 members Mstep: Class 4 contains 20993 members Mstep: Class 7 contains 1372 members Mstep: Class 8 contains 7022 members Mstep: Class 9 contains 2343 members Mstep: Class 10 contains 38568 members Mstep: Class 12 contains 6096 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 8389 members Mstep: Class 15 contains 7435 members Mstep: Class 17 contains 5902 members Mstep: Class 20 contains 116317 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 145196 members Mstep: Class 23 contains 7851 members Entering Unmasked Estep ConsiderDeletion Score: -70704472.000000 Penalty: 134526.734375 Iteration 11Q: 18 clusters Score -7.070447e+07 nChanged 7444 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 18956 members Mstep: Class 2 contains 2360 members Mstep: Class 3 contains 17466 members Mstep: Class 4 contains 22732 members Mstep: Class 7 contains 1378 members Mstep: Class 8 contains 7147 members Mstep: Class 9 contains 2334 members Mstep: Class 10 contains 37268 members Mstep: Class 12 contains 6350 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 8111 members Mstep: Class 15 contains 7518 members Mstep: Class 17 contains 5876 members Mstep: Class 20 contains 115852 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 145192 members Mstep: Class 23 contains 7633 members Entering Unmasked Estep ConsiderDeletion Score: -70707744.000000 Penalty: 134526.734375 Iteration 12Q: 18 clusters Score -7.070774e+07 nChanged 6582 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 19548 members Mstep: Class 2 contains 2355 members Mstep: Class 3 contains 17007 members Mstep: Class 4 contains 24901 members Mstep: Class 7 contains 1384 members Mstep: Class 8 contains 7237 members Mstep: Class 9 contains 2325 members Mstep: Class 10 contains 35969 members Mstep: Class 12 contains 6560 members Mstep: Class 13 contains 532 members Mstep: Class 14 contains 7785 members Mstep: Class 15 contains 7628 members Mstep: Class 17 contains 5889 members Mstep: Class 20 contains 115009 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 145116 members Mstep: Class 23 contains 7461 members Entering Unmasked Estep ConsiderDeletion Score: -70710280.000000 Penalty: 134526.734375 Iteration 13Q: 18 clusters Score -7.071028e+07 nChanged 6237 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 20083 members Mstep: Class 2 contains 2348 members Mstep: Class 3 contains 16621 members Mstep: Class 4 contains 27485 members Mstep: Class 7 contains 1391 members Mstep: Class 8 contains 7331 members Mstep: Class 9 contains 2321 members Mstep: Class 10 contains 34630 members Mstep: Class 12 contains 6731 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 7481 members Mstep: Class 15 contains 7721 members Mstep: Class 17 contains 5910 members Mstep: Class 20 contains 113727 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 145054 members Mstep: Class 23 contains 7338 members Entering Unmasked Estep ConsiderDeletion Score: -70712736.000000 Penalty: 134526.734375 Iteration 14Q: 18 clusters Score -7.071274e+07 nChanged 6191 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 2342 members Mstep: Class 3 contains 16246 members Mstep: Class 4 contains 30580 members Mstep: Class 7 contains 1397 members Mstep: Class 8 contains 7427 members Mstep: Class 9 contains 2320 members Mstep: Class 10 contains 33292 members Mstep: Class 12 contains 6872 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 7154 members Mstep: Class 15 contains 7785 members Mstep: Class 17 contains 5932 members Mstep: Class 20 contains 112040 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 145016 members Mstep: Class 23 contains 7198 members Entering Unmasked Estep ConsiderDeletion Score: -70715328.000000 Penalty: 134526.734375 Iteration 15Q: 18 clusters Score -7.071533e+07 nChanged 6368 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 21003 members Mstep: Class 2 contains 2338 members Mstep: Class 3 contains 15914 members Mstep: Class 4 contains 34241 members Mstep: Class 7 contains 1401 members Mstep: Class 8 contains 7505 members Mstep: Class 9 contains 2313 members Mstep: Class 10 contains 32009 members Mstep: Class 12 contains 7003 members Mstep: Class 13 contains 531 members Mstep: Class 14 contains 6842 members Mstep: Class 15 contains 7834 members Mstep: Class 17 contains 5954 members Mstep: Class 20 contains 109752 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144975 members Mstep: Class 23 contains 7091 members Entering Unmasked Estep ConsiderDeletion Score: -70718072.000000 Penalty: 134526.734375 Iteration 16Q: 18 clusters Score -7.071807e+07 nChanged 6839 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 2336 members Mstep: Class 3 contains 15620 members Mstep: Class 4 contains 38636 members Mstep: Class 7 contains 1403 members Mstep: Class 8 contains 7570 members Mstep: Class 9 contains 2306 members Mstep: Class 10 contains 30785 members Mstep: Class 12 contains 7138 members Mstep: Class 13 contains 529 members Mstep: Class 14 contains 6497 members Mstep: Class 15 contains 7888 members Mstep: Class 17 contains 5978 members Mstep: Class 20 contains 106674 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144900 members Mstep: Class 23 contains 7068 members Entering Unmasked Estep ConsiderDeletion Score: -70721056.000000 Penalty: 134526.734375 Iteration 17Q: 18 clusters Score -7.072106e+07 nChanged 7498 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 21678 members Mstep: Class 2 contains 2335 members Mstep: Class 3 contains 15391 members Mstep: Class 4 contains 43973 members Mstep: Class 7 contains 1404 members Mstep: Class 8 contains 7638 members Mstep: Class 9 contains 2300 members Mstep: Class 10 contains 29589 members Mstep: Class 12 contains 7269 members Mstep: Class 13 contains 529 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 7948 members Mstep: Class 17 contains 6000 members Mstep: Class 20 contains 102609 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144795 members Mstep: Class 23 contains 7056 members Entering Unmasked Estep ConsiderDeletion Score: -70724328.000000 Penalty: 134526.734375 Iteration 18Q: 18 clusters Score -7.072433e+07 nChanged 8293 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 21954 members Mstep: Class 2 contains 2335 members Mstep: Class 3 contains 15180 members Mstep: Class 4 contains 50226 members Mstep: Class 7 contains 1404 members Mstep: Class 8 contains 7714 members Mstep: Class 9 contains 2299 members Mstep: Class 10 contains 28453 members Mstep: Class 12 contains 7408 members Mstep: Class 13 contains 525 members Mstep: Class 14 contains 5828 members Mstep: Class 15 contains 8037 members Mstep: Class 17 contains 6018 members Mstep: Class 20 contains 97635 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144662 members Mstep: Class 23 contains 7028 members Entering Unmasked Estep ConsiderDeletion Score: -70728200.000000 Penalty: 134526.734375 Iteration 19Q: 18 clusters Score -7.07282e+07 nChanged 9204 Entering Unmasked Mstep Mstep: Class 0 contains 272 members Mstep: Class 1 contains 22113 members Mstep: Class 2 contains 2335 members Mstep: Class 3 contains 15003 members Mstep: Class 4 contains 57535 members Mstep: Class 7 contains 1404 members Mstep: Class 8 contains 7785 members Mstep: Class 9 contains 2295 members Mstep: Class 10 contains 27376 members Mstep: Class 12 contains 7613 members Mstep: Class 13 contains 524 members Mstep: Class 14 contains 5450 members Mstep: Class 15 contains 8148 members Mstep: Class 17 contains 6031 members Mstep: Class 20 contains 91594 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144515 members Mstep: Class 23 contains 6985 members Entering Unmasked Estep ConsiderDeletion Score: -70734256.000000 Penalty: 134526.734375 Iteration 20F: 18 clusters Score -7.073426e+07 nChanged 11251 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 22248 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14854 members Mstep: Class 4 contains 67117 members Mstep: Class 7 contains 1414 members Mstep: Class 8 contains 7846 members Mstep: Class 9 contains 2288 members Mstep: Class 10 contains 26193 members Mstep: Class 12 contains 7857 members Mstep: Class 13 contains 523 members Mstep: Class 14 contains 4966 members Mstep: Class 15 contains 8254 members Mstep: Class 17 contains 6037 members Mstep: Class 20 contains 83586 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 144331 members Mstep: Class 23 contains 6870 members Entering Unmasked Estep ConsiderDeletion Score: -70741952.000000 Penalty: 134526.734375 Iteration 21Q: 18 clusters Score -7.074195e+07 nChanged 12295 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 22342 members Mstep: Class 2 contains 2333 members Mstep: Class 3 contains 14709 members Mstep: Class 4 contains 77745 members Mstep: Class 7 contains 1415 members Mstep: Class 8 contains 7920 members Mstep: Class 9 contains 2283 members Mstep: Class 10 contains 25015 members Mstep: Class 12 contains 8046 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 4391 members Mstep: Class 15 contains 8352 members Mstep: Class 17 contains 6043 members Mstep: Class 20 contains 74687 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 144208 members Mstep: Class 23 contains 6717 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 7664.681641 but Gain 7913.328125 Score: -70751072.000000 Penalty: 126613.406250 Iteration 22Q: 17 clusters Score -7.075107e+07 nChanged 16324 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 22744 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14570 members Mstep: Class 4 contains 91664 members Mstep: Class 7 contains 1417 members Mstep: Class 8 contains 7970 members Mstep: Class 9 contains 2288 members Mstep: Class 10 contains 23885 members Mstep: Class 12 contains 8264 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 8490 members Mstep: Class 17 contains 6047 members Mstep: Class 20 contains 65909 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 144075 members Mstep: Class 23 contains 6529 members Entering Unmasked Estep ConsiderDeletion Score: -70765632.000000 Penalty: 126613.406250 Iteration 23Q: 17 clusters Score -7.076563e+07 nChanged 12397 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 22576 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14433 members Mstep: Class 4 contains 102787 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8023 members Mstep: Class 9 contains 2293 members Mstep: Class 10 contains 22766 members Mstep: Class 12 contains 8393 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 8559 members Mstep: Class 17 contains 6052 members Mstep: Class 20 contains 56407 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 143938 members Mstep: Class 23 contains 6206 members Entering Unmasked Estep ConsiderDeletion Score: -70774792.000000 Penalty: 126613.406250 Iteration 24Q: 17 clusters Score -7.077479e+07 nChanged 10889 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 22266 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14328 members Mstep: Class 4 contains 112684 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8064 members Mstep: Class 9 contains 2292 members Mstep: Class 10 contains 21803 members Mstep: Class 12 contains 8442 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 8573 members Mstep: Class 17 contains 6054 members Mstep: Class 20 contains 48239 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143824 members Mstep: Class 23 contains 5866 members Entering Unmasked Estep ConsiderDeletion Score: -70781808.000000 Penalty: 126613.406250 Iteration 25Q: 17 clusters Score -7.078181e+07 nChanged 8924 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14225 members Mstep: Class 4 contains 120756 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8103 members Mstep: Class 9 contains 2290 members Mstep: Class 10 contains 21026 members Mstep: Class 12 contains 8437 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 8577 members Mstep: Class 17 contains 6057 members Mstep: Class 20 contains 41733 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143698 members Mstep: Class 23 contains 5507 members Entering Unmasked Estep ConsiderDeletion Score: -70787408.000000 Penalty: 126613.406250 Iteration 26Q: 17 clusters Score -7.078741e+07 nChanged 6607 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21802 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 14096 members Mstep: Class 4 contains 126655 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8135 members Mstep: Class 9 contains 2286 members Mstep: Class 10 contains 20421 members Mstep: Class 12 contains 8438 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 8583 members Mstep: Class 17 contains 6057 members Mstep: Class 20 contains 37083 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143647 members Mstep: Class 23 contains 5232 members Entering Unmasked Estep ConsiderDeletion Score: -70790264.000000 Penalty: 126613.406250 Iteration 27Q: 17 clusters Score -7.079026e+07 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21661 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13971 members Mstep: Class 4 contains 130712 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8159 members Mstep: Class 9 contains 2288 members Mstep: Class 10 contains 19993 members Mstep: Class 12 contains 8423 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 8607 members Mstep: Class 17 contains 6059 members Mstep: Class 20 contains 33895 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143623 members Mstep: Class 23 contains 5044 members Entering Unmasked Estep ConsiderDeletion Score: -70791720.000000 Penalty: 126613.406250 Iteration 28Q: 17 clusters Score -7.079172e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21631 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13849 members Mstep: Class 4 contains 133310 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8177 members Mstep: Class 9 contains 2287 members Mstep: Class 10 contains 19732 members Mstep: Class 12 contains 8404 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 8624 members Mstep: Class 17 contains 6061 members Mstep: Class 20 contains 31856 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143613 members Mstep: Class 23 contains 4891 members Entering Unmasked Estep ConsiderDeletion Score: -70792720.000000 Penalty: 126613.406250 Iteration 29Q: 17 clusters Score -7.079272e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21611 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13736 members Mstep: Class 4 contains 134897 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8203 members Mstep: Class 9 contains 2285 members Mstep: Class 10 contains 19563 members Mstep: Class 12 contains 8391 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 8637 members Mstep: Class 17 contains 6062 members Mstep: Class 20 contains 30645 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143599 members Mstep: Class 23 contains 4804 members Entering Unmasked Estep ConsiderDeletion Score: -70793224.000000 Penalty: 126613.406250 Iteration 30Q: 17 clusters Score -7.079322e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21616 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13642 members Mstep: Class 4 contains 135810 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8212 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19470 members Mstep: Class 12 contains 8382 members Mstep: Class 13 contains 534 members Mstep: Class 15 contains 8640 members Mstep: Class 17 contains 6062 members Mstep: Class 20 contains 29976 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143588 members Mstep: Class 23 contains 4750 members Entering Unmasked Estep ConsiderDeletion Score: -70793544.000000 Penalty: 126613.406250 Iteration 31Q: 17 clusters Score -7.079354e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21620 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13548 members Mstep: Class 4 contains 136370 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8233 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19421 members Mstep: Class 12 contains 8366 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8653 members Mstep: Class 17 contains 6061 members Mstep: Class 20 contains 29574 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143568 members Mstep: Class 23 contains 4733 members Entering Unmasked Estep ConsiderDeletion Score: -70793872.000000 Penalty: 126613.406250 Iteration 32Q: 17 clusters Score -7.079387e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13478 members Mstep: Class 4 contains 136696 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8247 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19387 members Mstep: Class 12 contains 8361 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8660 members Mstep: Class 17 contains 6060 members Mstep: Class 20 contains 29365 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143535 members Mstep: Class 23 contains 4730 members Entering Unmasked Estep ConsiderDeletion Score: -70793944.000000 Penalty: 126613.406250 Iteration 33Q: 17 clusters Score -7.079394e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13400 members Mstep: Class 4 contains 136917 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8252 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19364 members Mstep: Class 12 contains 8343 members Mstep: Class 13 contains 536 members Mstep: Class 15 contains 8665 members Mstep: Class 17 contains 6060 members Mstep: Class 20 contains 29255 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143525 members Mstep: Class 23 contains 4721 members Entering Unmasked Estep ConsiderDeletion Score: -70794056.000000 Penalty: 126613.406250 Iteration 34Q: 17 clusters Score -7.079406e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21632 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13346 members Mstep: Class 4 contains 137090 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8253 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19345 members Mstep: Class 12 contains 8340 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8674 members Mstep: Class 17 contains 6060 members Mstep: Class 20 contains 29185 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143507 members Mstep: Class 23 contains 4715 members Entering Unmasked Estep ConsiderDeletion Score: -70794192.000000 Penalty: 126613.406250 Iteration 35Q: 17 clusters Score -7.079419e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21621 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13294 members Mstep: Class 4 contains 137231 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8258 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19331 members Mstep: Class 12 contains 8338 members Mstep: Class 13 contains 536 members Mstep: Class 15 contains 8678 members Mstep: Class 17 contains 6060 members Mstep: Class 20 contains 29156 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143479 members Mstep: Class 23 contains 4700 members Entering Unmasked Estep ConsiderDeletion Score: -70794320.000000 Penalty: 126613.406250 Iteration 36Q: 17 clusters Score -7.079432e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21619 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13245 members Mstep: Class 4 contains 137333 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8268 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19318 members Mstep: Class 12 contains 8334 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8678 members Mstep: Class 17 contains 6059 members Mstep: Class 20 contains 29135 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143441 members Mstep: Class 23 contains 4717 members Entering Unmasked Estep ConsiderDeletion Score: -70794520.000000 Penalty: 126613.406250 Iteration 37Q: 17 clusters Score -7.079452e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21605 members Mstep: Class 2 contains 2334 members Mstep: Class 3 contains 13197 members Mstep: Class 4 contains 137421 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8279 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19313 members Mstep: Class 12 contains 8328 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8679 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29121 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143416 members Mstep: Class 23 contains 4732 members Entering Unmasked Estep ConsiderDeletion Score: -70794728.000000 Penalty: 126613.406250 Iteration 38Q: 17 clusters Score -7.079473e+07 nChanged 310 Entering ConstructFrom: Score: -70794728.000000 Penalty: 126613.406250 Entering ConstructFrom: Trying to split cluster 1 (21576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Entering Unmasked Estep Score: -3747174.000000 Penalty: 6112.343750 Iteration 0F: 2 clusters Score -3747174 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -3729798.250000 Penalty: 12224.687500 Iteration 0F: 3 clusters Score -3729798 nChanged 8685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -3734371.500000 Penalty: 12224.687500 Iteration 1F: 3 clusters Score -3734372 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -3735035.250000 Penalty: 12224.687500 Iteration 2F: 3 clusters Score -3735035 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -3735553.250000 Penalty: 12224.687500 Iteration 3Q: 3 clusters Score -3735553 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 10336 members Entering Unmasked Estep Score: -3736025.250000 Penalty: 12224.687500 Iteration 4Q: 3 clusters Score -3736025 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -3736431.750000 Penalty: 12224.687500 Iteration 5Q: 3 clusters Score -3736432 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -3736905.250000 Penalty: 12224.687500 Iteration 6Q: 3 clusters Score -3736905 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -3737320.500000 Penalty: 12224.687500 Iteration 7Q: 3 clusters Score -3737320 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11570 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -3737739.000000 Penalty: 12224.687500 Iteration 8Q: 3 clusters Score -3737739 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -3738207.500000 Penalty: 12224.687500 Iteration 9Q: 3 clusters Score -3738208 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -3738670.500000 Penalty: 12224.687500 Iteration 10Q: 3 clusters Score -3738670 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -3739168.750000 Penalty: 12224.687500 Iteration 11Q: 3 clusters Score -3739169 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -3739594.000000 Penalty: 12224.687500 Iteration 12Q: 3 clusters Score -3739594 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -3739955.750000 Penalty: 12224.687500 Iteration 13Q: 3 clusters Score -3739956 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10798 members Mstep: Class 2 contains 10778 members Entering Unmasked Estep Score: -3740298.250000 Penalty: 12224.687500 Iteration 14Q: 3 clusters Score -3740298 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 11184 members Entering Unmasked Estep Score: -3740667.000000 Penalty: 12224.687500 Iteration 15Q: 3 clusters Score -3740667 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -3741033.000000 Penalty: 12224.687500 Iteration 16Q: 3 clusters Score -3741033 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -3741436.750000 Penalty: 12224.687500 Iteration 17Q: 3 clusters Score -3741437 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 12684 members Entering Unmasked Estep Score: -3741823.250000 Penalty: 12224.687500 Iteration 18Q: 3 clusters Score -3741823 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 13176 members Entering Unmasked Estep Score: -3742170.500000 Penalty: 12224.687500 Iteration 19Q: 3 clusters Score -3742170 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -3742483.250000 Penalty: 12224.687500 Iteration 20F: 3 clusters Score -3742483 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 14058 members Entering Unmasked Estep Score: -3742737.750000 Penalty: 12224.687500 Iteration 21Q: 3 clusters Score -3742738 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -3742926.750000 Penalty: 12224.687500 Iteration 22Q: 3 clusters Score -3742927 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -3743074.750000 Penalty: 12224.687500 Iteration 23Q: 3 clusters Score -3743075 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -3743212.000000 Penalty: 12224.687500 Iteration 24Q: 3 clusters Score -3743212 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -3743343.500000 Penalty: 12224.687500 Iteration 25Q: 3 clusters Score -3743344 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 15540 members Entering Unmasked Estep Score: -3743460.500000 Penalty: 12224.687500 Iteration 26Q: 3 clusters Score -3743460 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 15790 members Entering Unmasked Estep Score: -3743580.500000 Penalty: 12224.687500 Iteration 27Q: 3 clusters Score -3743580 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -3743681.000000 Penalty: 12224.687500 Iteration 28Q: 3 clusters Score -3743681 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -3743760.750000 Penalty: 12224.687500 Iteration 29Q: 3 clusters Score -3743761 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 16391 members Entering Unmasked Estep Score: -3743839.500000 Penalty: 12224.687500 Iteration 30Q: 3 clusters Score -3743840 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -3743929.500000 Penalty: 12224.687500 Iteration 31Q: 3 clusters Score -3743930 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 16725 members Entering Unmasked Estep Score: -3743998.250000 Penalty: 12224.687500 Iteration 32Q: 3 clusters Score -3743998 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 16881 members Entering Unmasked Estep Score: -3744078.750000 Penalty: 12224.687500 Iteration 33Q: 3 clusters Score -3744079 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 17036 members Entering Unmasked Estep Score: -3744140.000000 Penalty: 12224.687500 Iteration 34Q: 3 clusters Score -3744140 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 17196 members Entering Unmasked Estep Score: -3744214.000000 Penalty: 12224.687500 Iteration 35Q: 3 clusters Score -3744214 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 17349 members Entering Unmasked Estep Score: -3744295.750000 Penalty: 12224.687500 Iteration 36Q: 3 clusters Score -3744296 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 17485 members Entering Unmasked Estep Score: -3744366.500000 Penalty: 12224.687500 Iteration 37Q: 3 clusters Score -3744366 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -3744435.750000 Penalty: 12224.687500 Iteration 38Q: 3 clusters Score -3744436 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 17706 members Entering Unmasked Estep Score: -3744467.000000 Penalty: 12224.687500 Iteration 39Q: 3 clusters Score -3744467 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 17783 members Entering Unmasked Estep Score: -3744508.750000 Penalty: 12224.687500 Iteration 40F: 3 clusters Score -3744509 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 17835 members Entering Unmasked Estep Score: -3744537.500000 Penalty: 12224.687500 Iteration 41Q: 3 clusters Score -3744538 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 17872 members Entering Unmasked Estep Score: -3744565.250000 Penalty: 12224.687500 Iteration 42Q: 3 clusters Score -3744565 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -3744565.000000 Penalty: 12224.687500 Iteration 43Q: 3 clusters Score -3744565 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 17924 members Entering Unmasked Estep Score: -3744576.250000 Penalty: 12224.687500 Iteration 44Q: 3 clusters Score -3744576 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -3744575.750000 Penalty: 12224.687500 Iteration 45Q: 3 clusters Score -3744576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -3744579.000000 Penalty: 12224.687500 Iteration 46Q: 3 clusters Score -3744579 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -3744580.000000 Penalty: 12224.687500 Iteration 47Q: 3 clusters Score -3744580 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 18008 members Entering Unmasked Estep Score: -3744582.750000 Penalty: 12224.687500 Iteration 48Q: 3 clusters Score -3744583 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -3744591.250000 Penalty: 12224.687500 Iteration 49Q: 3 clusters Score -3744591 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -3744590.000000 Penalty: 12224.687500 Iteration 50Q: 3 clusters Score -3744590 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 18047 members Entering Unmasked Estep Score: -3744600.500000 Penalty: 12224.687500 Iteration 51Q: 3 clusters Score -3744600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 18054 members Entering Unmasked Estep Score: -3744607.000000 Penalty: 12224.687500 Iteration 52Q: 3 clusters Score -3744607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -3744603.000000 Penalty: 12224.687500 Iteration 53Q: 3 clusters Score -3744603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 18062 members Entering Unmasked Estep Score: -3744602.750000 Penalty: 12224.687500 Iteration 54Q: 3 clusters Score -3744603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 18064 members Entering Unmasked Estep Score: -3744601.500000 Penalty: 12224.687500 Iteration 55Q: 3 clusters Score -3744602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 18067 members Entering Unmasked Estep Score: -3744607.750000 Penalty: 12224.687500 Iteration 56Q: 3 clusters Score -3744608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 18071 members Entering Unmasked Estep Score: -3744612.000000 Penalty: 12224.687500 Iteration 57Q: 3 clusters Score -3744612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 18070 members Entering Unmasked Estep Score: -3744610.000000 Penalty: 12224.687500 Iteration 58Q: 3 clusters Score -3744610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 18069 members Entering Unmasked Estep Score: -3744608.500000 Penalty: 12224.687500 Iteration 59Q: 3 clusters Score -3744608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 18069 members Entering Unmasked Estep Score: -3744608.500000 Penalty: 12224.687500 Iteration 60F: 3 clusters Score -3744608 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Entering Unmasked Estep Score: -335018.062500 Penalty: 4750.145020 Iteration 0F: 2 clusters Score -335018.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -330182.625000 Penalty: 9500.290039 Iteration 0F: 3 clusters Score -330182.6 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -334054.187500 Penalty: 9500.290039 Iteration 1F: 3 clusters Score -334054.2 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -339381.000000 Penalty: 9500.290039 Iteration 2F: 3 clusters Score -339381 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -345132.906250 Penalty: 9500.290039 Iteration 3F: 3 clusters Score -345132.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -348249.312500 Penalty: 9500.290039 Iteration 4Q: 3 clusters Score -348249.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -349278.687500 Penalty: 9500.290039 Iteration 5Q: 3 clusters Score -349278.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -349413.656250 Penalty: 9500.290039 Iteration 6Q: 3 clusters Score -349413.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -349437.625000 Penalty: 9500.290039 Iteration 7Q: 3 clusters Score -349437.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -349494.656250 Penalty: 9500.290039 Iteration 8F: 3 clusters Score -349494.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -349565.375000 Penalty: 9500.290039 Iteration 9Q: 3 clusters Score -349565.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -349625.906250 Penalty: 9500.290039 Iteration 10Q: 3 clusters Score -349625.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -349625.906250 Penalty: 9500.290039 Iteration 11F: 3 clusters Score -349625.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 13161 members Mstep: Class 4 contains 137496 members Mstep: Class 5 contains 1440 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19306 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8680 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143388 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep Score: -70806256.000000 Penalty: 134526.734375 Splitting cluster 2 changes total score from -70794728.000000 to -70806256.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 3 (13161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Entering Unmasked Estep Score: -2212831.000000 Penalty: 5809.570312 Iteration 0F: 2 clusters Score -2212831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -2200584.250000 Penalty: 11619.140625 Iteration 0F: 3 clusters Score -2200584 nChanged 5056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -2203434.000000 Penalty: 11619.140625 Iteration 1F: 3 clusters Score -2203434 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -2204195.000000 Penalty: 11619.140625 Iteration 2F: 3 clusters Score -2204195 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -2204843.250000 Penalty: 11619.140625 Iteration 3F: 3 clusters Score -2204843 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -2205415.750000 Penalty: 11619.140625 Iteration 4F: 3 clusters Score -2205416 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -2205896.000000 Penalty: 11619.140625 Iteration 5Q: 3 clusters Score -2205896 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -2206293.000000 Penalty: 11619.140625 Iteration 6Q: 3 clusters Score -2206293 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -2206635.750000 Penalty: 11619.140625 Iteration 7Q: 3 clusters Score -2206636 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -2206945.750000 Penalty: 11619.140625 Iteration 8Q: 3 clusters Score -2206946 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -2207206.500000 Penalty: 11619.140625 Iteration 9Q: 3 clusters Score -2207206 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2207464.000000 Penalty: 11619.140625 Iteration 10Q: 3 clusters Score -2207464 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -2207677.250000 Penalty: 11619.140625 Iteration 11Q: 3 clusters Score -2207677 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -2207914.000000 Penalty: 11619.140625 Iteration 12Q: 3 clusters Score -2207914 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -2208178.250000 Penalty: 11619.140625 Iteration 13Q: 3 clusters Score -2208178 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -2208427.000000 Penalty: 11619.140625 Iteration 14Q: 3 clusters Score -2208427 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -2208684.000000 Penalty: 11619.140625 Iteration 15Q: 3 clusters Score -2208684 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -2208931.750000 Penalty: 11619.140625 Iteration 16Q: 3 clusters Score -2208932 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -2209123.500000 Penalty: 11619.140625 Iteration 17Q: 3 clusters Score -2209124 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -2209260.250000 Penalty: 11619.140625 Iteration 18Q: 3 clusters Score -2209260 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -2209390.000000 Penalty: 11619.140625 Iteration 19Q: 3 clusters Score -2209390 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -2209502.000000 Penalty: 11619.140625 Iteration 20F: 3 clusters Score -2209502 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -2209611.000000 Penalty: 11619.140625 Iteration 21Q: 3 clusters Score -2209611 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -2209705.750000 Penalty: 11619.140625 Iteration 22Q: 3 clusters Score -2209706 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -2209822.000000 Penalty: 11619.140625 Iteration 23Q: 3 clusters Score -2209822 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -2209944.000000 Penalty: 11619.140625 Iteration 24Q: 3 clusters Score -2209944 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -2210087.250000 Penalty: 11619.140625 Iteration 25Q: 3 clusters Score -2210087 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -2210386.500000 Penalty: 11619.140625 Iteration 26Q: 3 clusters Score -2210386 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -2211122.500000 Penalty: 11619.140625 Iteration 27Q: 3 clusters Score -2211122 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -2212071.500000 Penalty: 11619.140625 Iteration 28Q: 3 clusters Score -2212072 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -2212748.500000 Penalty: 11619.140625 Iteration 29Q: 3 clusters Score -2212748 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -2213107.750000 Penalty: 11619.140625 Iteration 30Q: 3 clusters Score -2213108 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -2213299.500000 Penalty: 11619.140625 Iteration 31Q: 3 clusters Score -2213300 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -2213400.750000 Penalty: 11619.140625 Iteration 32Q: 3 clusters Score -2213401 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -2213473.000000 Penalty: 11619.140625 Iteration 33Q: 3 clusters Score -2213473 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -2213527.500000 Penalty: 11619.140625 Iteration 34Q: 3 clusters Score -2213528 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -2213575.250000 Penalty: 11619.140625 Iteration 35Q: 3 clusters Score -2213575 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -2213616.750000 Penalty: 11619.140625 Iteration 36Q: 3 clusters Score -2213617 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -2213653.500000 Penalty: 11619.140625 Iteration 37Q: 3 clusters Score -2213654 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -2213678.750000 Penalty: 11619.140625 Iteration 38Q: 3 clusters Score -2213679 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -2213698.500000 Penalty: 11619.140625 Iteration 39Q: 3 clusters Score -2213698 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2213716.000000 Penalty: 11619.140625 Iteration 40F: 3 clusters Score -2213716 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -2213728.500000 Penalty: 11619.140625 Iteration 41Q: 3 clusters Score -2213728 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -2213735.000000 Penalty: 11619.140625 Iteration 42Q: 3 clusters Score -2213735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2213733.250000 Penalty: 11619.140625 Iteration 43Q: 3 clusters Score -2213733 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2213732.750000 Penalty: 11619.140625 Iteration 44Q: 3 clusters Score -2213733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -2213729.000000 Penalty: 11619.140625 Iteration 45Q: 3 clusters Score -2213729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -2213732.000000 Penalty: 11619.140625 Iteration 46Q: 3 clusters Score -2213732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -2213732.000000 Penalty: 11619.140625 Iteration 47F: 3 clusters Score -2213732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 137496 members Mstep: Class 5 contains 1440 members Mstep: Class 6 contains 9074 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19306 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8680 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143388 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep Score: -70805184.000000 Penalty: 142440.078125 Splitting cluster 3 changes total score from -70794728.000000 to -70805184.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 4 (137496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137496 members Entering Unmasked Estep Score: -24313502.000000 Penalty: 7246.702148 Iteration 0F: 2 clusters Score -2.43135e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68596 members Mstep: Class 2 contains 68900 members Entering Unmasked Estep Score: -24220370.000000 Penalty: 14493.404297 Iteration 0F: 3 clusters Score -2.422037e+07 nChanged 63790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66716 members Mstep: Class 2 contains 70780 members Entering Unmasked Estep Score: -24255478.000000 Penalty: 14493.404297 Iteration 1F: 3 clusters Score -2.425548e+07 nChanged 4990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65414 members Mstep: Class 2 contains 72082 members Entering Unmasked Estep Score: -24256792.000000 Penalty: 14493.404297 Iteration 2Q: 3 clusters Score -2.425679e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63568 members Mstep: Class 2 contains 73928 members Entering Unmasked Estep Score: -24257922.000000 Penalty: 14493.404297 Iteration 3Q: 3 clusters Score -2.425792e+07 nChanged 4912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60790 members Mstep: Class 2 contains 76706 members Entering Unmasked Estep Score: -24259364.000000 Penalty: 14493.404297 Iteration 4Q: 3 clusters Score -2.425936e+07 nChanged 5343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56815 members Mstep: Class 2 contains 80681 members Entering Unmasked Estep Score: -24261518.000000 Penalty: 14493.404297 Iteration 5Q: 3 clusters Score -2.426152e+07 nChanged 6393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51268 members Mstep: Class 2 contains 86228 members Entering Unmasked Estep Score: -24264408.000000 Penalty: 14493.404297 Iteration 6Q: 3 clusters Score -2.426441e+07 nChanged 8050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43698 members Mstep: Class 2 contains 93798 members Entering Unmasked Estep Score: -24269028.000000 Penalty: 14493.404297 Iteration 7F: 3 clusters Score -2.426903e+07 nChanged 9743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34245 members Mstep: Class 2 contains 103251 members Entering Unmasked Estep Score: -24276552.000000 Penalty: 14493.404297 Iteration 8F: 3 clusters Score -2.427655e+07 nChanged 10685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23706 members Mstep: Class 2 contains 113790 members Entering Unmasked Estep Score: -24286092.000000 Penalty: 14493.404297 Iteration 9F: 3 clusters Score -2.428609e+07 nChanged 9636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 123330 members Entering Unmasked Estep Score: -24295304.000000 Penalty: 14493.404297 Iteration 10F: 3 clusters Score -2.42953e+07 nChanged 6756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 130004 members Entering Unmasked Estep Score: -24301844.000000 Penalty: 14493.404297 Iteration 11Q: 3 clusters Score -2.430184e+07 nChanged 3543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 133481 members Entering Unmasked Estep Score: -24305148.000000 Penalty: 14493.404297 Iteration 12Q: 3 clusters Score -2.430515e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 134976 members Entering Unmasked Estep Score: -24306650.000000 Penalty: 14493.404297 Iteration 13Q: 3 clusters Score -2.430665e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 135587 members Entering Unmasked Estep Score: -24307496.000000 Penalty: 14493.404297 Iteration 14Q: 3 clusters Score -2.43075e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 135843 members Entering Unmasked Estep Score: -24307842.000000 Penalty: 14493.404297 Iteration 15Q: 3 clusters Score -2.430784e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 135967 members Entering Unmasked Estep Score: -24308080.000000 Penalty: 14493.404297 Iteration 16Q: 3 clusters Score -2.430808e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 136013 members Entering Unmasked Estep Score: -24308224.000000 Penalty: 14493.404297 Iteration 17Q: 3 clusters Score -2.430822e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 136047 members Entering Unmasked Estep Score: -24308312.000000 Penalty: 14493.404297 Iteration 18Q: 3 clusters Score -2.430831e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 136064 members Entering Unmasked Estep Score: -24308348.000000 Penalty: 14493.404297 Iteration 19Q: 3 clusters Score -2.430835e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 136087 members Entering Unmasked Estep Score: -24308386.000000 Penalty: 14493.404297 Iteration 20F: 3 clusters Score -2.430839e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 136105 members Entering Unmasked Estep Score: -24308428.000000 Penalty: 14493.404297 Iteration 21Q: 3 clusters Score -2.430843e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 136112 members Entering Unmasked Estep Score: -24308482.000000 Penalty: 14493.404297 Iteration 22Q: 3 clusters Score -2.430848e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 136112 members Entering Unmasked Estep Score: -24308518.000000 Penalty: 14493.404297 Iteration 23Q: 3 clusters Score -2.430852e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 136112 members Entering Unmasked Estep Score: -24308524.000000 Penalty: 14493.404297 Iteration 24Q: 3 clusters Score -2.430852e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 136115 members Entering Unmasked Estep Score: -24308506.000000 Penalty: 14493.404297 Iteration 25Q: 3 clusters Score -2.430851e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 136111 members Entering Unmasked Estep Score: -24308504.000000 Penalty: 14493.404297 Iteration 26Q: 3 clusters Score -2.43085e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 136109 members Entering Unmasked Estep Score: -24308514.000000 Penalty: 14493.404297 Iteration 27Q: 3 clusters Score -2.430851e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 136108 members Entering Unmasked Estep Score: -24308510.000000 Penalty: 14493.404297 Iteration 28Q: 3 clusters Score -2.430851e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 136104 members Entering Unmasked Estep Score: -24308536.000000 Penalty: 14493.404297 Iteration 29Q: 3 clusters Score -2.430854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 136105 members Entering Unmasked Estep Score: -24308540.000000 Penalty: 14493.404297 Iteration 30Q: 3 clusters Score -2.430854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 136106 members Entering Unmasked Estep Score: -24308524.000000 Penalty: 14493.404297 Iteration 31Q: 3 clusters Score -2.430852e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 136107 members Entering Unmasked Estep Score: -24308546.000000 Penalty: 14493.404297 Iteration 32Q: 3 clusters Score -2.430855e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 136109 members Entering Unmasked Estep Score: -24308530.000000 Penalty: 14493.404297 Iteration 33Q: 3 clusters Score -2.430853e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 136110 members Entering Unmasked Estep Score: -24308530.000000 Penalty: 14493.404297 Iteration 34Q: 3 clusters Score -2.430853e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 136109 members Entering Unmasked Estep Score: -24308526.000000 Penalty: 14493.404297 Iteration 35Q: 3 clusters Score -2.430853e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 136110 members Entering Unmasked Estep Score: -24308528.000000 Penalty: 14493.404297 Iteration 36Q: 3 clusters Score -2.430853e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 136108 members Entering Unmasked Estep Score: -24308524.000000 Penalty: 14493.404297 Iteration 37Q: 3 clusters Score -2.430852e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 136108 members Entering Unmasked Estep Score: -24308524.000000 Penalty: 14493.404297 Iteration 38F: 3 clusters Score -2.430852e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -207215.953125 Penalty: 4444.914062 Iteration 0F: 2 clusters Score -207216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -202860.000000 Penalty: 8889.828125 Iteration 0F: 3 clusters Score -202860 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -203884.718750 Penalty: 8889.828125 Iteration 1F: 3 clusters Score -203884.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -204868.453125 Penalty: 8889.828125 Iteration 2F: 3 clusters Score -204868.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -205660.671875 Penalty: 8889.828125 Iteration 3F: 3 clusters Score -205660.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -206018.953125 Penalty: 8889.828125 Iteration 4F: 3 clusters Score -206019 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -206366.375000 Penalty: 8889.828125 Iteration 5Q: 3 clusters Score -206366.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -206943.953125 Penalty: 8889.828125 Iteration 6Q: 3 clusters Score -206944 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -207609.843750 Penalty: 8889.828125 Iteration 7Q: 3 clusters Score -207609.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -207794.328125 Penalty: 8889.828125 Iteration 8Q: 3 clusters Score -207794.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -207893.421875 Penalty: 8889.828125 Iteration 9Q: 3 clusters Score -207893.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -207946.000000 Penalty: 8889.828125 Iteration 10Q: 3 clusters Score -207946 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -207981.078125 Penalty: 8889.828125 Iteration 11Q: 3 clusters Score -207981.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -207985.468750 Penalty: 8889.828125 Iteration 12Q: 3 clusters Score -207985.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -207990.093750 Penalty: 8889.828125 Iteration 13Q: 3 clusters Score -207990.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -207999.906250 Penalty: 8889.828125 Iteration 14Q: 3 clusters Score -207999.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -208005.328125 Penalty: 8889.828125 Iteration 15Q: 3 clusters Score -208005.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -208008.906250 Penalty: 8889.828125 Iteration 16Q: 3 clusters Score -208008.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -208013.968750 Penalty: 8889.828125 Iteration 17Q: 3 clusters Score -208014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -208021.234375 Penalty: 8889.828125 Iteration 18Q: 3 clusters Score -208021.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -208025.515625 Penalty: 8889.828125 Iteration 19Q: 3 clusters Score -208025.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -208048.000000 Penalty: 8889.828125 Iteration 20F: 3 clusters Score -208048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -208228.281250 Penalty: 8889.828125 Iteration 21Q: 3 clusters Score -208228.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -208457.953125 Penalty: 8889.828125 Iteration 22Q: 3 clusters Score -208458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -208495.250000 Penalty: 8889.828125 Iteration 23Q: 3 clusters Score -208495.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -208533.765625 Penalty: 8889.828125 Iteration 24Q: 3 clusters Score -208533.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -208561.015625 Penalty: 8889.828125 Iteration 25Q: 3 clusters Score -208561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -208582.187500 Penalty: 8889.828125 Iteration 26Q: 3 clusters Score -208582.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -208629.515625 Penalty: 8889.828125 Iteration 27Q: 3 clusters Score -208629.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -208702.359375 Penalty: 8889.828125 Iteration 28Q: 3 clusters Score -208702.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -208709.531250 Penalty: 8889.828125 Iteration 29Q: 3 clusters Score -208709.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -208712.078125 Penalty: 8889.828125 Iteration 30Q: 3 clusters Score -208712.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -208712.078125 Penalty: 8889.828125 Iteration 31F: 3 clusters Score -208712.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 137496 members Mstep: Class 5 contains 1440 members Mstep: Class 6 contains 9074 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 2284 members Mstep: Class 10 contains 19306 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8680 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143388 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep Score: -70803248.000000 Penalty: 150353.421875 Splitting cluster 7 changes total score from -70794728.000000 to -70803248.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 8 (8290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Entering Unmasked Estep Score: -1419162.375000 Penalty: 5526.468262 Iteration 0F: 2 clusters Score -1419162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1409996.375000 Penalty: 11052.936523 Iteration 0F: 3 clusters Score -1409996 nChanged 2929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1411816.500000 Penalty: 11052.936523 Iteration 1F: 3 clusters Score -1411816 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1412426.000000 Penalty: 11052.936523 Iteration 2F: 3 clusters Score -1412426 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1412881.750000 Penalty: 11052.936523 Iteration 3F: 3 clusters Score -1412882 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1413252.875000 Penalty: 11052.936523 Iteration 4Q: 3 clusters Score -1413253 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1413640.000000 Penalty: 11052.936523 Iteration 5Q: 3 clusters Score -1413640 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1414162.250000 Penalty: 11052.936523 Iteration 6Q: 3 clusters Score -1414162 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1414875.750000 Penalty: 11052.936523 Iteration 7F: 3 clusters Score -1414876 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1415722.750000 Penalty: 11052.936523 Iteration 8F: 3 clusters Score -1415723 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1416512.625000 Penalty: 11052.936523 Iteration 9F: 3 clusters Score -1416513 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1417084.750000 Penalty: 11052.936523 Iteration 10Q: 3 clusters Score -1417085 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1417433.250000 Penalty: 11052.936523 Iteration 11Q: 3 clusters Score -1417433 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1417677.750000 Penalty: 11052.936523 Iteration 12Q: 3 clusters Score -1417678 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -1417874.500000 Penalty: 11052.936523 Iteration 13Q: 3 clusters Score -1417874 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1418019.250000 Penalty: 11052.936523 Iteration 14Q: 3 clusters Score -1418019 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1418111.125000 Penalty: 11052.936523 Iteration 15Q: 3 clusters Score -1418111 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1418160.625000 Penalty: 11052.936523 Iteration 16Q: 3 clusters Score -1418161 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -1418177.375000 Penalty: 11052.936523 Iteration 17Q: 3 clusters Score -1418177 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1418185.750000 Penalty: 11052.936523 Iteration 18Q: 3 clusters Score -1418186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1418192.250000 Penalty: 11052.936523 Iteration 19Q: 3 clusters Score -1418192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1418196.375000 Penalty: 11052.936523 Iteration 20F: 3 clusters Score -1418196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -1418195.375000 Penalty: 11052.936523 Iteration 21Q: 3 clusters Score -1418195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1418199.375000 Penalty: 11052.936523 Iteration 22Q: 3 clusters Score -1418199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1418196.875000 Penalty: 11052.936523 Iteration 23Q: 3 clusters Score -1418197 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1418196.875000 Penalty: 11052.936523 Iteration 24F: 3 clusters Score -1418197 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Entering Unmasked Estep Score: -387358.125000 Penalty: 4736.881348 Iteration 0F: 2 clusters Score -387358.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -382410.000000 Penalty: 9473.762695 Iteration 0F: 3 clusters Score -382410 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -384069.812500 Penalty: 9473.762695 Iteration 1F: 3 clusters Score -384069.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -384703.593750 Penalty: 9473.762695 Iteration 2F: 3 clusters Score -384703.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -385161.781250 Penalty: 9473.762695 Iteration 3F: 3 clusters Score -385161.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -385633.000000 Penalty: 9473.762695 Iteration 4Q: 3 clusters Score -385633 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -386095.562500 Penalty: 9473.762695 Iteration 5F: 3 clusters Score -386095.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -386554.593750 Penalty: 9473.762695 Iteration 6F: 3 clusters Score -386554.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -387069.187500 Penalty: 9473.762695 Iteration 7F: 3 clusters Score -387069.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -387730.343750 Penalty: 9473.762695 Iteration 8F: 3 clusters Score -387730.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -388280.312500 Penalty: 9473.762695 Iteration 9F: 3 clusters Score -388280.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -388608.343750 Penalty: 9473.762695 Iteration 10F: 3 clusters Score -388608.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -388816.031250 Penalty: 9473.762695 Iteration 11Q: 3 clusters Score -388816 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -388951.687500 Penalty: 9473.762695 Iteration 12Q: 3 clusters Score -388951.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -389042.437500 Penalty: 9473.762695 Iteration 13Q: 3 clusters Score -389042.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -389100.093750 Penalty: 9473.762695 Iteration 14Q: 3 clusters Score -389100.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -389141.437500 Penalty: 9473.762695 Iteration 15Q: 3 clusters Score -389141.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -389162.000000 Penalty: 9473.762695 Iteration 16Q: 3 clusters Score -389162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -389168.125000 Penalty: 9473.762695 Iteration 17Q: 3 clusters Score -389168.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -389177.625000 Penalty: 9473.762695 Iteration 18Q: 3 clusters Score -389177.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -389184.968750 Penalty: 9473.762695 Iteration 19Q: 3 clusters Score -389185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -389189.093750 Penalty: 9473.762695 Iteration 20F: 3 clusters Score -389189.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -389191.375000 Penalty: 9473.762695 Iteration 21Q: 3 clusters Score -389191.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -389191.375000 Penalty: 9473.762695 Iteration 22F: 3 clusters Score -389191.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 137496 members Mstep: Class 5 contains 1440 members Mstep: Class 6 contains 9074 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 1952 members Mstep: Class 10 contains 19306 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 8680 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 143388 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep Score: -70801888.000000 Penalty: 158266.750000 Splitting cluster 9 changes total score from -70794728.000000 to -70801888.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 10 (19306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19306 members Entering Unmasked Estep Score: -3432405.750000 Penalty: 6044.255371 Iteration 0F: 2 clusters Score -3432406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -3416269.750000 Penalty: 12088.510742 Iteration 0F: 3 clusters Score -3416270 nChanged 7838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -3420434.500000 Penalty: 12088.510742 Iteration 1F: 3 clusters Score -3420434 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -3421062.500000 Penalty: 12088.510742 Iteration 2F: 3 clusters Score -3421062 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -3421455.000000 Penalty: 12088.510742 Iteration 3Q: 3 clusters Score -3421455 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -3421721.000000 Penalty: 12088.510742 Iteration 4Q: 3 clusters Score -3421721 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -3421943.750000 Penalty: 12088.510742 Iteration 5Q: 3 clusters Score -3421944 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -3422125.500000 Penalty: 12088.510742 Iteration 6Q: 3 clusters Score -3422126 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -3422298.000000 Penalty: 12088.510742 Iteration 7Q: 3 clusters Score -3422298 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -3422460.500000 Penalty: 12088.510742 Iteration 8Q: 3 clusters Score -3422460 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -3422631.750000 Penalty: 12088.510742 Iteration 9Q: 3 clusters Score -3422632 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -3422755.500000 Penalty: 12088.510742 Iteration 10Q: 3 clusters Score -3422756 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -3422904.750000 Penalty: 12088.510742 Iteration 11Q: 3 clusters Score -3422905 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -3423072.250000 Penalty: 12088.510742 Iteration 12Q: 3 clusters Score -3423072 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -3423251.500000 Penalty: 12088.510742 Iteration 13Q: 3 clusters Score -3423252 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -3423447.000000 Penalty: 12088.510742 Iteration 14Q: 3 clusters Score -3423447 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -3423699.000000 Penalty: 12088.510742 Iteration 15Q: 3 clusters Score -3423699 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -3423979.500000 Penalty: 12088.510742 Iteration 16Q: 3 clusters Score -3423980 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -3424321.250000 Penalty: 12088.510742 Iteration 17Q: 3 clusters Score -3424321 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -3424661.750000 Penalty: 12088.510742 Iteration 18Q: 3 clusters Score -3424662 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -3425015.250000 Penalty: 12088.510742 Iteration 19Q: 3 clusters Score -3425015 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -3425355.500000 Penalty: 12088.510742 Iteration 20F: 3 clusters Score -3425356 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16169 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -3425720.000000 Penalty: 12088.510742 Iteration 21Q: 3 clusters Score -3425720 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -3426016.750000 Penalty: 12088.510742 Iteration 22Q: 3 clusters Score -3426017 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -3426237.000000 Penalty: 12088.510742 Iteration 23Q: 3 clusters Score -3426237 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17074 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -3426409.000000 Penalty: 12088.510742 Iteration 24Q: 3 clusters Score -3426409 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -3426568.250000 Penalty: 12088.510742 Iteration 25Q: 3 clusters Score -3426568 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17430 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -3426731.750000 Penalty: 12088.510742 Iteration 26Q: 3 clusters Score -3426732 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -3426827.000000 Penalty: 12088.510742 Iteration 27Q: 3 clusters Score -3426827 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -3426928.500000 Penalty: 12088.510742 Iteration 28Q: 3 clusters Score -3426928 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17745 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -3427020.750000 Penalty: 12088.510742 Iteration 29Q: 3 clusters Score -3427021 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17808 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3427079.500000 Penalty: 12088.510742 Iteration 30Q: 3 clusters Score -3427080 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17856 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -3427124.250000 Penalty: 12088.510742 Iteration 31Q: 3 clusters Score -3427124 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -3427143.500000 Penalty: 12088.510742 Iteration 32Q: 3 clusters Score -3427144 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17916 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3427175.500000 Penalty: 12088.510742 Iteration 33Q: 3 clusters Score -3427176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -3427197.500000 Penalty: 12088.510742 Iteration 34Q: 3 clusters Score -3427198 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3427223.750000 Penalty: 12088.510742 Iteration 35Q: 3 clusters Score -3427224 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3427237.750000 Penalty: 12088.510742 Iteration 36Q: 3 clusters Score -3427238 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -3427258.750000 Penalty: 12088.510742 Iteration 37Q: 3 clusters Score -3427259 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18016 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -3427279.000000 Penalty: 12088.510742 Iteration 38Q: 3 clusters Score -3427279 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18028 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -3427286.750000 Penalty: 12088.510742 Iteration 39Q: 3 clusters Score -3427287 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -3427295.750000 Penalty: 12088.510742 Iteration 40F: 3 clusters Score -3427296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -3427303.000000 Penalty: 12088.510742 Iteration 41Q: 3 clusters Score -3427303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -3427308.750000 Penalty: 12088.510742 Iteration 42Q: 3 clusters Score -3427309 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18047 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -3427315.000000 Penalty: 12088.510742 Iteration 43Q: 3 clusters Score -3427315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -3427313.250000 Penalty: 12088.510742 Iteration 44Q: 3 clusters Score -3427313 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18053 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -3427319.500000 Penalty: 12088.510742 Iteration 45Q: 3 clusters Score -3427320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18059 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -3427331.500000 Penalty: 12088.510742 Iteration 46Q: 3 clusters Score -3427332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18063 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -3427332.500000 Penalty: 12088.510742 Iteration 47Q: 3 clusters Score -3427332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18063 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -3427329.000000 Penalty: 12088.510742 Iteration 48Q: 3 clusters Score -3427329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18065 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -3427329.500000 Penalty: 12088.510742 Iteration 49Q: 3 clusters Score -3427330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -3427332.500000 Penalty: 12088.510742 Iteration 50Q: 3 clusters Score -3427332 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18074 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -3427333.500000 Penalty: 12088.510742 Iteration 51Q: 3 clusters Score -3427334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18079 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -3427348.500000 Penalty: 12088.510742 Iteration 52Q: 3 clusters Score -3427348 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18083 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -3427349.250000 Penalty: 12088.510742 Iteration 53Q: 3 clusters Score -3427349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18088 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -3427354.500000 Penalty: 12088.510742 Iteration 54Q: 3 clusters Score -3427354 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18093 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3427362.500000 Penalty: 12088.510742 Iteration 55Q: 3 clusters Score -3427362 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18102 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3427374.250000 Penalty: 12088.510742 Iteration 56Q: 3 clusters Score -3427374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18107 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -3427370.750000 Penalty: 12088.510742 Iteration 57Q: 3 clusters Score -3427371 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -3427375.750000 Penalty: 12088.510742 Iteration 58Q: 3 clusters Score -3427376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -3427381.000000 Penalty: 12088.510742 Iteration 59Q: 3 clusters Score -3427381 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18123 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -3427383.250000 Penalty: 12088.510742 Iteration 60F: 3 clusters Score -3427383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18125 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -3427384.500000 Penalty: 12088.510742 Iteration 61Q: 3 clusters Score -3427384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18124 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -3427384.750000 Penalty: 12088.510742 Iteration 62Q: 3 clusters Score -3427385 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18124 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -3427384.750000 Penalty: 12088.510742 Iteration 63F: 3 clusters Score -3427385 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Entering Unmasked Estep Score: -1405702.375000 Penalty: 5529.342773 Iteration 0F: 2 clusters Score -1405702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1396513.750000 Penalty: 11058.685547 Iteration 0F: 3 clusters Score -1396514 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1398351.000000 Penalty: 11058.685547 Iteration 1F: 3 clusters Score -1398351 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1398780.125000 Penalty: 11058.685547 Iteration 2F: 3 clusters Score -1398780 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1399148.625000 Penalty: 11058.685547 Iteration 3F: 3 clusters Score -1399149 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1399556.500000 Penalty: 11058.685547 Iteration 4Q: 3 clusters Score -1399556 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1400084.625000 Penalty: 11058.685547 Iteration 5Q: 3 clusters Score -1400085 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1400530.125000 Penalty: 11058.685547 Iteration 6Q: 3 clusters Score -1400530 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1400905.500000 Penalty: 11058.685547 Iteration 7Q: 3 clusters Score -1400906 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1401279.500000 Penalty: 11058.685547 Iteration 8Q: 3 clusters Score -1401280 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1401654.000000 Penalty: 11058.685547 Iteration 9Q: 3 clusters Score -1401654 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1402077.250000 Penalty: 11058.685547 Iteration 10Q: 3 clusters Score -1402077 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1402547.875000 Penalty: 11058.685547 Iteration 11Q: 3 clusters Score -1402548 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1402928.375000 Penalty: 11058.685547 Iteration 12Q: 3 clusters Score -1402928 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1403238.750000 Penalty: 11058.685547 Iteration 13Q: 3 clusters Score -1403239 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1403502.500000 Penalty: 11058.685547 Iteration 14Q: 3 clusters Score -1403502 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1403702.750000 Penalty: 11058.685547 Iteration 15Q: 3 clusters Score -1403703 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1403855.250000 Penalty: 11058.685547 Iteration 16Q: 3 clusters Score -1403855 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1403967.500000 Penalty: 11058.685547 Iteration 17Q: 3 clusters Score -1403968 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -1404064.000000 Penalty: 11058.685547 Iteration 18Q: 3 clusters Score -1404064 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1404137.750000 Penalty: 11058.685547 Iteration 19Q: 3 clusters Score -1404138 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1404188.000000 Penalty: 11058.685547 Iteration 20F: 3 clusters Score -1404188 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1404223.000000 Penalty: 11058.685547 Iteration 21Q: 3 clusters Score -1404223 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1404250.750000 Penalty: 11058.685547 Iteration 22Q: 3 clusters Score -1404251 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -1404272.125000 Penalty: 11058.685547 Iteration 23Q: 3 clusters Score -1404272 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1404298.125000 Penalty: 11058.685547 Iteration 24Q: 3 clusters Score -1404298 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1404325.500000 Penalty: 11058.685547 Iteration 25Q: 3 clusters Score -1404326 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1404333.375000 Penalty: 11058.685547 Iteration 26Q: 3 clusters Score -1404333 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1404339.625000 Penalty: 11058.685547 Iteration 27Q: 3 clusters Score -1404340 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1404343.125000 Penalty: 11058.685547 Iteration 28Q: 3 clusters Score -1404343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1404351.000000 Penalty: 11058.685547 Iteration 29Q: 3 clusters Score -1404351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1404355.500000 Penalty: 11058.685547 Iteration 30Q: 3 clusters Score -1404356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1404357.500000 Penalty: 11058.685547 Iteration 31Q: 3 clusters Score -1404358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1404359.750000 Penalty: 11058.685547 Iteration 32Q: 3 clusters Score -1404360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1404361.125000 Penalty: 11058.685547 Iteration 33Q: 3 clusters Score -1404361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1404363.750000 Penalty: 11058.685547 Iteration 34Q: 3 clusters Score -1404364 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1404368.875000 Penalty: 11058.685547 Iteration 35Q: 3 clusters Score -1404369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1404375.375000 Penalty: 11058.685547 Iteration 36Q: 3 clusters Score -1404375 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1404387.000000 Penalty: 11058.685547 Iteration 37Q: 3 clusters Score -1404387 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -1404397.125000 Penalty: 11058.685547 Iteration 38Q: 3 clusters Score -1404397 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1404410.000000 Penalty: 11058.685547 Iteration 39Q: 3 clusters Score -1404410 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1404431.625000 Penalty: 11058.685547 Iteration 40F: 3 clusters Score -1404432 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1404440.500000 Penalty: 11058.685547 Iteration 41Q: 3 clusters Score -1404440 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1404454.750000 Penalty: 11058.685547 Iteration 42Q: 3 clusters Score -1404455 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1404465.125000 Penalty: 11058.685547 Iteration 43Q: 3 clusters Score -1404465 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1404489.000000 Penalty: 11058.685547 Iteration 44Q: 3 clusters Score -1404489 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1404502.125000 Penalty: 11058.685547 Iteration 45Q: 3 clusters Score -1404502 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1404518.250000 Penalty: 11058.685547 Iteration 46Q: 3 clusters Score -1404518 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1404527.125000 Penalty: 11058.685547 Iteration 47Q: 3 clusters Score -1404527 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1404534.000000 Penalty: 11058.685547 Iteration 48Q: 3 clusters Score -1404534 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1404543.500000 Penalty: 11058.685547 Iteration 49Q: 3 clusters Score -1404544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1404544.875000 Penalty: 11058.685547 Iteration 50Q: 3 clusters Score -1404545 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1404549.500000 Penalty: 11058.685547 Iteration 51Q: 3 clusters Score -1404550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -1404550.000000 Penalty: 11058.685547 Iteration 52Q: 3 clusters Score -1404550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1404552.750000 Penalty: 11058.685547 Iteration 53Q: 3 clusters Score -1404553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1404556.250000 Penalty: 11058.685547 Iteration 54Q: 3 clusters Score -1404556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1404554.375000 Penalty: 11058.685547 Iteration 55Q: 3 clusters Score -1404554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1404554.375000 Penalty: 11058.685547 Iteration 56F: 3 clusters Score -1404554 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Entering Unmasked Estep Score: -82116.203125 Penalty: 3847.888184 Iteration 0F: 2 clusters Score -82116.2 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 270 members Entering Unmasked Estep Score: -78745.460938 Penalty: 7695.776367 Iteration 0F: 3 clusters Score -78745.46 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -78923.546875 Penalty: 7695.776367 Iteration 1F: 3 clusters Score -78923.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -79000.328125 Penalty: 7695.776367 Iteration 2Q: 3 clusters Score -79000.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -79035.507812 Penalty: 7695.776367 Iteration 3Q: 3 clusters Score -79035.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -79083.898438 Penalty: 7695.776367 Iteration 4Q: 3 clusters Score -79083.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -79098.796875 Penalty: 7695.776367 Iteration 5Q: 3 clusters Score -79098.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -79100.921875 Penalty: 7695.776367 Iteration 6Q: 3 clusters Score -79100.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -79100.921875 Penalty: 7695.776367 Iteration 7F: 3 clusters Score -79100.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Entering Unmasked Estep Score: -1527926.500000 Penalty: 5554.625977 Iteration 0F: 2 clusters Score -1527926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1518455.250000 Penalty: 11109.251953 Iteration 0F: 3 clusters Score -1518455 nChanged 3172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1520386.125000 Penalty: 11109.251953 Iteration 1F: 3 clusters Score -1520386 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -1520794.750000 Penalty: 11109.251953 Iteration 2F: 3 clusters Score -1520795 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1521050.500000 Penalty: 11109.251953 Iteration 3Q: 3 clusters Score -1521050 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1521210.500000 Penalty: 11109.251953 Iteration 4Q: 3 clusters Score -1521210 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1521316.125000 Penalty: 11109.251953 Iteration 5Q: 3 clusters Score -1521316 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1521400.000000 Penalty: 11109.251953 Iteration 6Q: 3 clusters Score -1521400 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1521477.750000 Penalty: 11109.251953 Iteration 7Q: 3 clusters Score -1521478 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1521544.875000 Penalty: 11109.251953 Iteration 8Q: 3 clusters Score -1521545 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1521610.750000 Penalty: 11109.251953 Iteration 9Q: 3 clusters Score -1521611 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1521665.000000 Penalty: 11109.251953 Iteration 10Q: 3 clusters Score -1521665 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1521724.875000 Penalty: 11109.251953 Iteration 11Q: 3 clusters Score -1521725 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1521778.375000 Penalty: 11109.251953 Iteration 12Q: 3 clusters Score -1521778 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1521839.625000 Penalty: 11109.251953 Iteration 13Q: 3 clusters Score -1521840 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1521894.875000 Penalty: 11109.251953 Iteration 14Q: 3 clusters Score -1521895 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1521941.250000 Penalty: 11109.251953 Iteration 15Q: 3 clusters Score -1521941 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1521978.375000 Penalty: 11109.251953 Iteration 16Q: 3 clusters Score -1521978 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1522010.750000 Penalty: 11109.251953 Iteration 17Q: 3 clusters Score -1522011 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1522043.125000 Penalty: 11109.251953 Iteration 18Q: 3 clusters Score -1522043 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1522067.250000 Penalty: 11109.251953 Iteration 19Q: 3 clusters Score -1522067 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1522093.875000 Penalty: 11109.251953 Iteration 20F: 3 clusters Score -1522094 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1522127.125000 Penalty: 11109.251953 Iteration 21Q: 3 clusters Score -1522127 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1522156.125000 Penalty: 11109.251953 Iteration 22Q: 3 clusters Score -1522156 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1522188.500000 Penalty: 11109.251953 Iteration 23Q: 3 clusters Score -1522188 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1522216.625000 Penalty: 11109.251953 Iteration 24Q: 3 clusters Score -1522217 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1522242.500000 Penalty: 11109.251953 Iteration 25Q: 3 clusters Score -1522242 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1522262.750000 Penalty: 11109.251953 Iteration 26Q: 3 clusters Score -1522263 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1522285.375000 Penalty: 11109.251953 Iteration 27Q: 3 clusters Score -1522285 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1522297.500000 Penalty: 11109.251953 Iteration 28Q: 3 clusters Score -1522298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1522302.625000 Penalty: 11109.251953 Iteration 29Q: 3 clusters Score -1522303 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1522321.375000 Penalty: 11109.251953 Iteration 30Q: 3 clusters Score -1522321 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1522328.375000 Penalty: 11109.251953 Iteration 31Q: 3 clusters Score -1522328 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1522336.250000 Penalty: 11109.251953 Iteration 32Q: 3 clusters Score -1522336 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1522339.125000 Penalty: 11109.251953 Iteration 33Q: 3 clusters Score -1522339 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1522354.250000 Penalty: 11109.251953 Iteration 34Q: 3 clusters Score -1522354 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1522356.375000 Penalty: 11109.251953 Iteration 35Q: 3 clusters Score -1522356 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1522365.500000 Penalty: 11109.251953 Iteration 36Q: 3 clusters Score -1522366 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1522372.625000 Penalty: 11109.251953 Iteration 37Q: 3 clusters Score -1522373 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1522370.500000 Penalty: 11109.251953 Iteration 38Q: 3 clusters Score -1522370 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1522374.500000 Penalty: 11109.251953 Iteration 39Q: 3 clusters Score -1522374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1522375.125000 Penalty: 11109.251953 Iteration 40F: 3 clusters Score -1522375 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1522379.250000 Penalty: 11109.251953 Iteration 41Q: 3 clusters Score -1522379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1522377.250000 Penalty: 11109.251953 Iteration 42Q: 3 clusters Score -1522377 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1522377.000000 Penalty: 11109.251953 Iteration 43Q: 3 clusters Score -1522377 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1522380.125000 Penalty: 11109.251953 Iteration 44Q: 3 clusters Score -1522380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1522384.250000 Penalty: 11109.251953 Iteration 45Q: 3 clusters Score -1522384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1522386.250000 Penalty: 11109.251953 Iteration 46Q: 3 clusters Score -1522386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1522388.125000 Penalty: 11109.251953 Iteration 47Q: 3 clusters Score -1522388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1522390.125000 Penalty: 11109.251953 Iteration 48Q: 3 clusters Score -1522390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1522386.500000 Penalty: 11109.251953 Iteration 49Q: 3 clusters Score -1522386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1522387.875000 Penalty: 11109.251953 Iteration 50Q: 3 clusters Score -1522388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1522390.125000 Penalty: 11109.251953 Iteration 51Q: 3 clusters Score -1522390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1522389.125000 Penalty: 11109.251953 Iteration 52Q: 3 clusters Score -1522389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1522385.750000 Penalty: 11109.251953 Iteration 53Q: 3 clusters Score -1522386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1522385.000000 Penalty: 11109.251953 Iteration 54Q: 3 clusters Score -1522385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1522384.250000 Penalty: 11109.251953 Iteration 55Q: 3 clusters Score -1522384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1522384.250000 Penalty: 11109.251953 Iteration 56F: 3 clusters Score -1522384 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Entering Unmasked Estep Score: -1069009.625000 Penalty: 5334.143066 Iteration 0F: 2 clusters Score -1069010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1061312.875000 Penalty: 10668.286133 Iteration 0F: 3 clusters Score -1061313 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1062653.625000 Penalty: 10668.286133 Iteration 1F: 3 clusters Score -1062654 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1063080.250000 Penalty: 10668.286133 Iteration 2F: 3 clusters Score -1063080 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1063398.625000 Penalty: 10668.286133 Iteration 3F: 3 clusters Score -1063399 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1063668.750000 Penalty: 10668.286133 Iteration 4Q: 3 clusters Score -1063669 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1063920.875000 Penalty: 10668.286133 Iteration 5Q: 3 clusters Score -1063921 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1064147.500000 Penalty: 10668.286133 Iteration 6Q: 3 clusters Score -1064148 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1064313.125000 Penalty: 10668.286133 Iteration 7Q: 3 clusters Score -1064313 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1064478.375000 Penalty: 10668.286133 Iteration 8Q: 3 clusters Score -1064478 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1064607.625000 Penalty: 10668.286133 Iteration 9Q: 3 clusters Score -1064608 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1064708.750000 Penalty: 10668.286133 Iteration 10Q: 3 clusters Score -1064709 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1064794.750000 Penalty: 10668.286133 Iteration 11Q: 3 clusters Score -1064795 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1064870.375000 Penalty: 10668.286133 Iteration 12Q: 3 clusters Score -1064870 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1064941.125000 Penalty: 10668.286133 Iteration 13Q: 3 clusters Score -1064941 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1064994.250000 Penalty: 10668.286133 Iteration 14Q: 3 clusters Score -1064994 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1065037.250000 Penalty: 10668.286133 Iteration 15Q: 3 clusters Score -1065037 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1065067.750000 Penalty: 10668.286133 Iteration 16Q: 3 clusters Score -1065068 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1065089.000000 Penalty: 10668.286133 Iteration 17Q: 3 clusters Score -1065089 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1065110.250000 Penalty: 10668.286133 Iteration 18Q: 3 clusters Score -1065110 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1065125.125000 Penalty: 10668.286133 Iteration 19Q: 3 clusters Score -1065125 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1065145.000000 Penalty: 10668.286133 Iteration 20F: 3 clusters Score -1065145 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1065156.125000 Penalty: 10668.286133 Iteration 21Q: 3 clusters Score -1065156 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1065165.875000 Penalty: 10668.286133 Iteration 22Q: 3 clusters Score -1065166 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1065171.250000 Penalty: 10668.286133 Iteration 23Q: 3 clusters Score -1065171 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1065175.375000 Penalty: 10668.286133 Iteration 24Q: 3 clusters Score -1065175 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1065185.125000 Penalty: 10668.286133 Iteration 25Q: 3 clusters Score -1065185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1065187.250000 Penalty: 10668.286133 Iteration 26Q: 3 clusters Score -1065187 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1065187.125000 Penalty: 10668.286133 Iteration 27Q: 3 clusters Score -1065187 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1065188.250000 Penalty: 10668.286133 Iteration 28Q: 3 clusters Score -1065188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1065190.500000 Penalty: 10668.286133 Iteration 29Q: 3 clusters Score -1065190 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1065195.375000 Penalty: 10668.286133 Iteration 30Q: 3 clusters Score -1065195 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1065198.625000 Penalty: 10668.286133 Iteration 31Q: 3 clusters Score -1065199 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1065200.125000 Penalty: 10668.286133 Iteration 32Q: 3 clusters Score -1065200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1065201.875000 Penalty: 10668.286133 Iteration 33Q: 3 clusters Score -1065202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1065203.125000 Penalty: 10668.286133 Iteration 34Q: 3 clusters Score -1065203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1065205.375000 Penalty: 10668.286133 Iteration 35Q: 3 clusters Score -1065205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1065207.125000 Penalty: 10668.286133 Iteration 36Q: 3 clusters Score -1065207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1065210.750000 Penalty: 10668.286133 Iteration 37Q: 3 clusters Score -1065211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1065213.250000 Penalty: 10668.286133 Iteration 38Q: 3 clusters Score -1065213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1065213.375000 Penalty: 10668.286133 Iteration 39Q: 3 clusters Score -1065213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1065213.000000 Penalty: 10668.286133 Iteration 40F: 3 clusters Score -1065213 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (29110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29110 members Entering Unmasked Estep Score: -5032012.500000 Penalty: 6295.787598 Iteration 0F: 2 clusters Score -5032012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14541 members Mstep: Class 2 contains 14569 members Entering Unmasked Estep Score: -5009848.000000 Penalty: 12591.575195 Iteration 0F: 3 clusters Score -5009848 nChanged 12211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 14692 members Entering Unmasked Estep Score: -5016158.000000 Penalty: 12591.575195 Iteration 1F: 3 clusters Score -5016158 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -5016823.500000 Penalty: 12591.575195 Iteration 2F: 3 clusters Score -5016824 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -5017246.500000 Penalty: 12591.575195 Iteration 3Q: 3 clusters Score -5017246 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -5017606.500000 Penalty: 12591.575195 Iteration 4Q: 3 clusters Score -5017606 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 15463 members Entering Unmasked Estep Score: -5017926.500000 Penalty: 12591.575195 Iteration 5Q: 3 clusters Score -5017926 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13427 members Mstep: Class 2 contains 15683 members Entering Unmasked Estep Score: -5018232.000000 Penalty: 12591.575195 Iteration 6Q: 3 clusters Score -5018232 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Mstep: Class 2 contains 15888 members Entering Unmasked Estep Score: -5018573.500000 Penalty: 12591.575195 Iteration 7Q: 3 clusters Score -5018574 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -5019250.500000 Penalty: 12591.575195 Iteration 8Q: 3 clusters Score -5019250 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -5020306.500000 Penalty: 12591.575195 Iteration 9Q: 3 clusters Score -5020306 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12850 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -5021349.000000 Penalty: 12591.575195 Iteration 10Q: 3 clusters Score -5021349 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 16103 members Entering Unmasked Estep Score: -5022223.000000 Penalty: 12591.575195 Iteration 11Q: 3 clusters Score -5022223 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 15805 members Entering Unmasked Estep Score: -5022990.000000 Penalty: 12591.575195 Iteration 12Q: 3 clusters Score -5022990 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 15351 members Entering Unmasked Estep Score: -5023649.000000 Penalty: 12591.575195 Iteration 13Q: 3 clusters Score -5023649 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -5024236.500000 Penalty: 12591.575195 Iteration 14Q: 3 clusters Score -5024236 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -5024759.000000 Penalty: 12591.575195 Iteration 15Q: 3 clusters Score -5024759 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -5025256.000000 Penalty: 12591.575195 Iteration 16Q: 3 clusters Score -5025256 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -5025701.500000 Penalty: 12591.575195 Iteration 17Q: 3 clusters Score -5025702 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -5026164.500000 Penalty: 12591.575195 Iteration 18Q: 3 clusters Score -5026164 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -5026582.000000 Penalty: 12591.575195 Iteration 19Q: 3 clusters Score -5026582 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18617 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -5026881.000000 Penalty: 12591.575195 Iteration 20F: 3 clusters Score -5026881 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19196 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -5027129.500000 Penalty: 12591.575195 Iteration 21Q: 3 clusters Score -5027130 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -5027351.000000 Penalty: 12591.575195 Iteration 22Q: 3 clusters Score -5027351 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20238 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -5027537.500000 Penalty: 12591.575195 Iteration 23Q: 3 clusters Score -5027538 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -5027734.000000 Penalty: 12591.575195 Iteration 24Q: 3 clusters Score -5027734 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -5027884.000000 Penalty: 12591.575195 Iteration 25Q: 3 clusters Score -5027884 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -5028026.500000 Penalty: 12591.575195 Iteration 26Q: 3 clusters Score -5028026 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21982 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -5028168.500000 Penalty: 12591.575195 Iteration 27Q: 3 clusters Score -5028168 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -5028327.000000 Penalty: 12591.575195 Iteration 28Q: 3 clusters Score -5028327 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -5028494.000000 Penalty: 12591.575195 Iteration 29Q: 3 clusters Score -5028494 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23206 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -5028681.000000 Penalty: 12591.575195 Iteration 30Q: 3 clusters Score -5028681 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23599 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -5028861.500000 Penalty: 12591.575195 Iteration 31Q: 3 clusters Score -5028862 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23984 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -5029069.000000 Penalty: 12591.575195 Iteration 32Q: 3 clusters Score -5029069 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24397 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -5029328.000000 Penalty: 12591.575195 Iteration 33Q: 3 clusters Score -5029328 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24779 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -5029558.000000 Penalty: 12591.575195 Iteration 34Q: 3 clusters Score -5029558 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25148 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -5029783.000000 Penalty: 12591.575195 Iteration 35Q: 3 clusters Score -5029783 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25437 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -5029974.000000 Penalty: 12591.575195 Iteration 36Q: 3 clusters Score -5029974 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -5030140.500000 Penalty: 12591.575195 Iteration 37Q: 3 clusters Score -5030140 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25870 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -5030253.000000 Penalty: 12591.575195 Iteration 38Q: 3 clusters Score -5030253 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26015 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -5030332.500000 Penalty: 12591.575195 Iteration 39Q: 3 clusters Score -5030332 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26101 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -5030416.500000 Penalty: 12591.575195 Iteration 40F: 3 clusters Score -5030416 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26197 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -5030464.500000 Penalty: 12591.575195 Iteration 41Q: 3 clusters Score -5030464 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -5030514.000000 Penalty: 12591.575195 Iteration 42Q: 3 clusters Score -5030514 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26398 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -5030566.500000 Penalty: 12591.575195 Iteration 43Q: 3 clusters Score -5030566 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -5030600.000000 Penalty: 12591.575195 Iteration 44Q: 3 clusters Score -5030600 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26547 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -5030627.000000 Penalty: 12591.575195 Iteration 45Q: 3 clusters Score -5030627 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26592 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -5030642.000000 Penalty: 12591.575195 Iteration 46Q: 3 clusters Score -5030642 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26624 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -5030653.000000 Penalty: 12591.575195 Iteration 47Q: 3 clusters Score -5030653 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26650 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -5030656.500000 Penalty: 12591.575195 Iteration 48Q: 3 clusters Score -5030656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26670 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -5030672.000000 Penalty: 12591.575195 Iteration 49Q: 3 clusters Score -5030672 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -5030674.000000 Penalty: 12591.575195 Iteration 50Q: 3 clusters Score -5030674 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -5030674.500000 Penalty: 12591.575195 Iteration 51Q: 3 clusters Score -5030674 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -5030683.000000 Penalty: 12591.575195 Iteration 52Q: 3 clusters Score -5030683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26721 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -5030675.000000 Penalty: 12591.575195 Iteration 53Q: 3 clusters Score -5030675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26724 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -5030681.000000 Penalty: 12591.575195 Iteration 54Q: 3 clusters Score -5030681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -5030683.000000 Penalty: 12591.575195 Iteration 55Q: 3 clusters Score -5030683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26734 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -5030680.500000 Penalty: 12591.575195 Iteration 56Q: 3 clusters Score -5030680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26737 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -5030678.000000 Penalty: 12591.575195 Iteration 57Q: 3 clusters Score -5030678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26740 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -5030679.000000 Penalty: 12591.575195 Iteration 58Q: 3 clusters Score -5030679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -5030679.000000 Penalty: 12591.575195 Iteration 59Q: 3 clusters Score -5030679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26744 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -5030681.500000 Penalty: 12591.575195 Iteration 60F: 3 clusters Score -5030682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26746 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -5030682.500000 Penalty: 12591.575195 Iteration 61Q: 3 clusters Score -5030682 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26746 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -5030682.500000 Penalty: 12591.575195 Iteration 62F: 3 clusters Score -5030682 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Entering Unmasked Estep Score: -204168.171875 Penalty: 4397.326172 Iteration 0F: 2 clusters Score -204168.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -200014.625000 Penalty: 8794.652344 Iteration 0F: 3 clusters Score -200014.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -200868.296875 Penalty: 8794.652344 Iteration 1F: 3 clusters Score -200868.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -201371.750000 Penalty: 8794.652344 Iteration 2F: 3 clusters Score -201371.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -202014.796875 Penalty: 8794.652344 Iteration 3F: 3 clusters Score -202014.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -202499.562500 Penalty: 8794.652344 Iteration 4F: 3 clusters Score -202499.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -202888.078125 Penalty: 8794.652344 Iteration 5Q: 3 clusters Score -202888.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -203128.718750 Penalty: 8794.652344 Iteration 6Q: 3 clusters Score -203128.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -203202.296875 Penalty: 8794.652344 Iteration 7Q: 3 clusters Score -203202.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -203228.031250 Penalty: 8794.652344 Iteration 8Q: 3 clusters Score -203228 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -203263.718750 Penalty: 8794.652344 Iteration 9Q: 3 clusters Score -203263.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -203296.687500 Penalty: 8794.652344 Iteration 10Q: 3 clusters Score -203296.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -203329.406250 Penalty: 8794.652344 Iteration 11Q: 3 clusters Score -203329.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -203353.031250 Penalty: 8794.652344 Iteration 12Q: 3 clusters Score -203353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -203366.796875 Penalty: 8794.652344 Iteration 13Q: 3 clusters Score -203366.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -203370.421875 Penalty: 8794.652344 Iteration 14Q: 3 clusters Score -203370.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -203373.515625 Penalty: 8794.652344 Iteration 15Q: 3 clusters Score -203373.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -203373.515625 Penalty: 8794.652344 Iteration 16F: 3 clusters Score -203373.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (143388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143388 members Entering Unmasked Estep Score: -25340028.000000 Penalty: 7272.401855 Iteration 0F: 2 clusters Score -2.534003e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71902 members Mstep: Class 2 contains 71486 members Entering Unmasked Estep Score: -25243636.000000 Penalty: 14544.803711 Iteration 0F: 3 clusters Score -2.524364e+07 nChanged 66379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73499 members Mstep: Class 2 contains 69889 members Entering Unmasked Estep Score: -25280180.000000 Penalty: 14544.803711 Iteration 1F: 3 clusters Score -2.528018e+07 nChanged 5551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74402 members Mstep: Class 2 contains 68986 members Entering Unmasked Estep Score: -25281874.000000 Penalty: 14544.803711 Iteration 2Q: 3 clusters Score -2.528187e+07 nChanged 5940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75680 members Mstep: Class 2 contains 67708 members Entering Unmasked Estep Score: -25284810.000000 Penalty: 14544.803711 Iteration 3Q: 3 clusters Score -2.528481e+07 nChanged 6523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77103 members Mstep: Class 2 contains 66285 members Entering Unmasked Estep Score: -25288424.000000 Penalty: 14544.803711 Iteration 4Q: 3 clusters Score -2.528842e+07 nChanged 7199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78334 members Mstep: Class 2 contains 65054 members Entering Unmasked Estep Score: -25293388.000000 Penalty: 14544.803711 Iteration 5F: 3 clusters Score -2.529339e+07 nChanged 8353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78869 members Mstep: Class 2 contains 64519 members Entering Unmasked Estep Score: -25300930.000000 Penalty: 14544.803711 Iteration 6F: 3 clusters Score -2.530093e+07 nChanged 10573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77950 members Mstep: Class 2 contains 65438 members Entering Unmasked Estep Score: -25319336.000000 Penalty: 14544.803711 Iteration 7F: 3 clusters Score -2.531934e+07 nChanged 15746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71896 members Mstep: Class 2 contains 71492 members Entering Unmasked Estep Score: -25378478.000000 Penalty: 14544.803711 Iteration 8F: 3 clusters Score -2.537848e+07 nChanged 19872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55490 members Mstep: Class 2 contains 87898 members Entering Unmasked Estep Score: -25425514.000000 Penalty: 14544.803711 Iteration 9F: 3 clusters Score -2.542551e+07 nChanged 8552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48152 members Mstep: Class 2 contains 95236 members Entering Unmasked Estep Score: -25448532.000000 Penalty: 14544.803711 Iteration 10F: 3 clusters Score -2.544853e+07 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46174 members Mstep: Class 2 contains 97214 members Entering Unmasked Estep Score: -25456606.000000 Penalty: 14544.803711 Iteration 11Q: 3 clusters Score -2.545661e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45488 members Mstep: Class 2 contains 97900 members Entering Unmasked Estep Score: -25457664.000000 Penalty: 14544.803711 Iteration 12Q: 3 clusters Score -2.545766e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45295 members Mstep: Class 2 contains 98093 members Entering Unmasked Estep Score: -25457698.000000 Penalty: 14544.803711 Iteration 13Q: 3 clusters Score -2.54577e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45241 members Mstep: Class 2 contains 98147 members Entering Unmasked Estep Score: -25457684.000000 Penalty: 14544.803711 Iteration 14Q: 3 clusters Score -2.545768e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45225 members Mstep: Class 2 contains 98163 members Entering Unmasked Estep Score: -25457694.000000 Penalty: 14544.803711 Iteration 15Q: 3 clusters Score -2.545769e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45222 members Mstep: Class 2 contains 98166 members Entering Unmasked Estep Score: -25457726.000000 Penalty: 14544.803711 Iteration 16Q: 3 clusters Score -2.545773e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45221 members Mstep: Class 2 contains 98167 members Entering Unmasked Estep Score: -25457722.000000 Penalty: 14544.803711 Iteration 17Q: 3 clusters Score -2.545772e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45220 members Mstep: Class 2 contains 98168 members Entering Unmasked Estep Score: -25457718.000000 Penalty: 14544.803711 Iteration 18Q: 3 clusters Score -2.545772e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45220 members Mstep: Class 2 contains 98168 members Entering Unmasked Estep Score: -25457718.000000 Penalty: 14544.803711 Iteration 19F: 3 clusters Score -2.545772e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 137496 members Mstep: Class 5 contains 1440 members Mstep: Class 6 contains 9074 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 1952 members Mstep: Class 10 contains 19306 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 8680 members Mstep: Class 16 contains 98168 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 45220 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep Score: -70918248.000000 Penalty: 166180.093750 Splitting cluster 22 changes total score from -70794728.000000 to -70918248.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 23 (4755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Entering Unmasked Estep Score: -850512.500000 Penalty: 5186.008301 Iteration 0F: 2 clusters Score -850512.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -843596.250000 Penalty: 10372.016602 Iteration 0F: 3 clusters Score -843596.2 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -844683.812500 Penalty: 10372.016602 Iteration 1F: 3 clusters Score -844683.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -844983.750000 Penalty: 10372.016602 Iteration 2F: 3 clusters Score -844983.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -845114.437500 Penalty: 10372.016602 Iteration 3Q: 3 clusters Score -845114.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -845194.125000 Penalty: 10372.016602 Iteration 4Q: 3 clusters Score -845194.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -845242.937500 Penalty: 10372.016602 Iteration 5Q: 3 clusters Score -845242.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -845282.687500 Penalty: 10372.016602 Iteration 6Q: 3 clusters Score -845282.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -845312.812500 Penalty: 10372.016602 Iteration 7Q: 3 clusters Score -845312.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -845331.625000 Penalty: 10372.016602 Iteration 8Q: 3 clusters Score -845331.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -845346.562500 Penalty: 10372.016602 Iteration 9Q: 3 clusters Score -845346.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -845359.875000 Penalty: 10372.016602 Iteration 10Q: 3 clusters Score -845359.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -845376.875000 Penalty: 10372.016602 Iteration 11Q: 3 clusters Score -845376.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -845390.375000 Penalty: 10372.016602 Iteration 12Q: 3 clusters Score -845390.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -845397.562500 Penalty: 10372.016602 Iteration 13Q: 3 clusters Score -845397.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -845399.750000 Penalty: 10372.016602 Iteration 14Q: 3 clusters Score -845399.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -845404.000000 Penalty: 10372.016602 Iteration 15Q: 3 clusters Score -845404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -845404.750000 Penalty: 10372.016602 Iteration 16Q: 3 clusters Score -845404.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -845407.812500 Penalty: 10372.016602 Iteration 17Q: 3 clusters Score -845407.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -845412.375000 Penalty: 10372.016602 Iteration 18Q: 3 clusters Score -845412.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -845412.187500 Penalty: 10372.016602 Iteration 19Q: 3 clusters Score -845412.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -845415.000000 Penalty: 10372.016602 Iteration 20F: 3 clusters Score -845415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -845415.812500 Penalty: 10372.016602 Iteration 21Q: 3 clusters Score -845415.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -845418.687500 Penalty: 10372.016602 Iteration 22Q: 3 clusters Score -845418.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -845419.375000 Penalty: 10372.016602 Iteration 23Q: 3 clusters Score -845419.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -845419.375000 Penalty: 10372.016602 Iteration 24F: 3 clusters Score -845419.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 261 members Mstep: Class 1 contains 21576 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 137496 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 8290 members Mstep: Class 9 contains 1952 members Mstep: Class 10 contains 19306 members Mstep: Class 12 contains 8329 members Mstep: Class 13 contains 535 members Mstep: Class 15 contains 8680 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 29110 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 45220 members Mstep: Class 23 contains 4755 members Entering Unmasked Estep ConsiderDeletion Score: -70925344.000000 Penalty: 166180.093750 Iteration 39Q: 22 clusters Score -7.092534e+07 nChanged 5987 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 4617 members Mstep: Class 4 contains 138199 members Mstep: Class 5 contains 1440 members Mstep: Class 6 contains 8708 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 1933 members Mstep: Class 10 contains 19312 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 8080 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 307 members Mstep: Class 15 contains 8774 members Mstep: Class 16 contains 97709 members Mstep: Class 17 contains 6031 members Mstep: Class 20 contains 29104 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 44758 members Mstep: Class 23 contains 4817 members Entering Unmasked Estep ConsiderDeletion Score: -70936792.000000 Penalty: 166180.093750 Iteration 40F: 22 clusters Score -7.093679e+07 nChanged 5598 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 22142 members Mstep: Class 2 contains 902 members Mstep: Class 3 contains 4759 members Mstep: Class 4 contains 139857 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8765 members Mstep: Class 7 contains 937 members Mstep: Class 8 contains 7156 members Mstep: Class 9 contains 1931 members Mstep: Class 10 contains 19272 members Mstep: Class 11 contains 569 members Mstep: Class 12 contains 7747 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 319 members Mstep: Class 15 contains 8773 members Mstep: Class 16 contains 98768 members Mstep: Class 17 contains 6013 members Mstep: Class 20 contains 27775 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 44293 members Mstep: Class 23 contains 4869 members Entering Unmasked Estep ConsiderDeletion Score: -70945472.000000 Penalty: 166180.093750 Iteration 41Q: 22 clusters Score -7.094547e+07 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22260 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 4914 members Mstep: Class 4 contains 140957 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8784 members Mstep: Class 7 contains 964 members Mstep: Class 8 contains 6575 members Mstep: Class 9 contains 1931 members Mstep: Class 10 contains 19219 members Mstep: Class 11 contains 546 members Mstep: Class 12 contains 7557 members Mstep: Class 13 contains 529 members Mstep: Class 14 contains 329 members Mstep: Class 15 contains 8766 members Mstep: Class 16 contains 99333 members Mstep: Class 17 contains 6010 members Mstep: Class 20 contains 26885 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 44026 members Mstep: Class 23 contains 4897 members Entering Unmasked Estep ConsiderDeletion Score: -70946696.000000 Penalty: 166180.093750 Iteration 42Q: 22 clusters Score -7.09467e+07 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5039 members Mstep: Class 4 contains 141615 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8800 members Mstep: Class 7 contains 989 members Mstep: Class 8 contains 6224 members Mstep: Class 9 contains 1932 members Mstep: Class 10 contains 19178 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 7394 members Mstep: Class 13 contains 527 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 8781 members Mstep: Class 16 contains 99649 members Mstep: Class 17 contains 6008 members Mstep: Class 20 contains 26277 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43873 members Mstep: Class 23 contains 4938 members Entering Unmasked Estep ConsiderDeletion Score: -70947488.000000 Penalty: 166180.093750 Iteration 43Q: 22 clusters Score -7.094749e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22505 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5151 members Mstep: Class 4 contains 142088 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8800 members Mstep: Class 7 contains 998 members Mstep: Class 8 contains 5961 members Mstep: Class 9 contains 1937 members Mstep: Class 10 contains 19157 members Mstep: Class 11 contains 512 members Mstep: Class 12 contains 7279 members Mstep: Class 13 contains 524 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 8785 members Mstep: Class 16 contains 99870 members Mstep: Class 17 contains 6007 members Mstep: Class 20 contains 25834 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43760 members Mstep: Class 23 contains 4979 members Entering Unmasked Estep ConsiderDeletion Score: -70947712.000000 Penalty: 166180.093750 Iteration 44Q: 22 clusters Score -7.094771e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22561 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5314 members Mstep: Class 4 contains 142452 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8804 members Mstep: Class 7 contains 1004 members Mstep: Class 8 contains 5709 members Mstep: Class 9 contains 1941 members Mstep: Class 10 contains 19159 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 7179 members Mstep: Class 13 contains 523 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 100029 members Mstep: Class 17 contains 6010 members Mstep: Class 20 contains 25465 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43687 members Mstep: Class 23 contains 5015 members Entering Unmasked Estep ConsiderDeletion Score: -70948352.000000 Penalty: 166180.093750 Iteration 45Q: 22 clusters Score -7.094835e+07 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22594 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5467 members Mstep: Class 4 contains 142731 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8811 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 5509 members Mstep: Class 9 contains 1941 members Mstep: Class 10 contains 19139 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 7101 members Mstep: Class 13 contains 522 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 100169 members Mstep: Class 17 contains 6009 members Mstep: Class 20 contains 25183 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43611 members Mstep: Class 23 contains 5060 members Entering Unmasked Estep ConsiderDeletion Score: -70949064.000000 Penalty: 166180.093750 Iteration 46Q: 22 clusters Score -7.094906e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22568 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5641 members Mstep: Class 4 contains 142956 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8824 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 5341 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19128 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 7045 members Mstep: Class 13 contains 522 members Mstep: Class 14 contains 332 members Mstep: Class 15 contains 8796 members Mstep: Class 16 contains 100255 members Mstep: Class 17 contains 6014 members Mstep: Class 20 contains 24959 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43546 members Mstep: Class 23 contains 5102 members Entering Unmasked Estep ConsiderDeletion Score: -70949512.000000 Penalty: 166180.093750 Iteration 47Q: 22 clusters Score -7.094951e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22541 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 5816 members Mstep: Class 4 contains 143127 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8835 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 5196 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19116 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 7012 members Mstep: Class 13 contains 520 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 100310 members Mstep: Class 17 contains 6017 members Mstep: Class 20 contains 24791 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43483 members Mstep: Class 23 contains 5142 members Entering Unmasked Estep ConsiderDeletion Score: -70949912.000000 Penalty: 166180.093750 Iteration 48Q: 22 clusters Score -7.094991e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6021 members Mstep: Class 4 contains 143258 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8846 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 5069 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19107 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6958 members Mstep: Class 13 contains 519 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 100353 members Mstep: Class 17 contains 6019 members Mstep: Class 20 contains 24678 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43430 members Mstep: Class 23 contains 5190 members Entering Unmasked Estep ConsiderDeletion Score: -70950208.000000 Penalty: 166180.093750 Iteration 49Q: 22 clusters Score -7.095021e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22395 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6199 members Mstep: Class 4 contains 143342 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8864 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4968 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19088 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6902 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 100391 members Mstep: Class 17 contains 6022 members Mstep: Class 20 contains 24596 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43388 members Mstep: Class 23 contains 5234 members Entering Unmasked Estep ConsiderDeletion Score: -70950480.000000 Penalty: 166180.093750 Iteration 50Q: 22 clusters Score -7.095048e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22347 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6355 members Mstep: Class 4 contains 143412 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8878 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4884 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19074 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6863 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 100406 members Mstep: Class 17 contains 6025 members Mstep: Class 20 contains 24531 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43347 members Mstep: Class 23 contains 5267 members Entering Unmasked Estep ConsiderDeletion Score: -70950768.000000 Penalty: 166180.093750 Iteration 51Q: 22 clusters Score -7.095077e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6531 members Mstep: Class 4 contains 143484 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8897 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19056 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6802 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8791 members Mstep: Class 16 contains 100398 members Mstep: Class 17 contains 6028 members Mstep: Class 20 contains 24484 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43308 members Mstep: Class 23 contains 5308 members Entering Unmasked Estep ConsiderDeletion Score: -70951240.000000 Penalty: 166180.093750 Iteration 52Q: 22 clusters Score -7.095124e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6695 members Mstep: Class 4 contains 143555 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8914 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4782 members Mstep: Class 9 contains 1943 members Mstep: Class 10 contains 19036 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8793 members Mstep: Class 16 contains 100384 members Mstep: Class 17 contains 6028 members Mstep: Class 20 contains 24436 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43277 members Mstep: Class 23 contains 5359 members Entering Unmasked Estep ConsiderDeletion Score: -70951784.000000 Penalty: 166180.093750 Iteration 53Q: 22 clusters Score -7.095178e+07 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 22034 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 6865 members Mstep: Class 4 contains 143625 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8921 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4741 members Mstep: Class 9 contains 1942 members Mstep: Class 10 contains 19019 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6729 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8794 members Mstep: Class 16 contains 100364 members Mstep: Class 17 contains 6031 members Mstep: Class 20 contains 24397 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43258 members Mstep: Class 23 contains 5402 members Entering Unmasked Estep ConsiderDeletion Score: -70952352.000000 Penalty: 166180.093750 Iteration 54Q: 22 clusters Score -7.095235e+07 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 21887 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7048 members Mstep: Class 4 contains 143662 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8924 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4711 members Mstep: Class 9 contains 1942 members Mstep: Class 10 contains 18998 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6697 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8799 members Mstep: Class 16 contains 100332 members Mstep: Class 17 contains 6034 members Mstep: Class 20 contains 24368 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43236 members Mstep: Class 23 contains 5484 members Entering Unmasked Estep ConsiderDeletion Score: -70953064.000000 Penalty: 166180.093750 Iteration 55Q: 22 clusters Score -7.095306e+07 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7217 members Mstep: Class 4 contains 143690 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8922 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4690 members Mstep: Class 9 contains 1941 members Mstep: Class 10 contains 18986 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6662 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8803 members Mstep: Class 16 contains 100288 members Mstep: Class 17 contains 6039 members Mstep: Class 20 contains 24340 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43220 members Mstep: Class 23 contains 5622 members Entering Unmasked Estep ConsiderDeletion Score: -70953632.000000 Penalty: 166180.093750 Iteration 56Q: 22 clusters Score -7.095363e+07 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7362 members Mstep: Class 4 contains 143702 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8931 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4675 members Mstep: Class 9 contains 1941 members Mstep: Class 10 contains 18966 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6630 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8806 members Mstep: Class 16 contains 100256 members Mstep: Class 17 contains 6042 members Mstep: Class 20 contains 24308 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43194 members Mstep: Class 23 contains 5801 members Entering Unmasked Estep ConsiderDeletion Score: -70954152.000000 Penalty: 166180.093750 Iteration 57Q: 22 clusters Score -7.095415e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 21310 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7502 members Mstep: Class 4 contains 143674 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8935 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4657 members Mstep: Class 9 contains 1940 members Mstep: Class 10 contains 18957 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6595 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8812 members Mstep: Class 16 contains 100235 members Mstep: Class 17 contains 6044 members Mstep: Class 20 contains 24278 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43171 members Mstep: Class 23 contains 6013 members Entering Unmasked Estep ConsiderDeletion Score: -70954448.000000 Penalty: 166180.093750 Iteration 58Q: 22 clusters Score -7.095445e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 21108 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7613 members Mstep: Class 4 contains 143663 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8942 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4645 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18950 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6563 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8811 members Mstep: Class 16 contains 100217 members Mstep: Class 17 contains 6046 members Mstep: Class 20 contains 24251 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43145 members Mstep: Class 23 contains 6230 members Entering Unmasked Estep ConsiderDeletion Score: -70954832.000000 Penalty: 166180.093750 Iteration 59Q: 22 clusters Score -7.095483e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 20893 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 7716 members Mstep: Class 4 contains 143655 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8953 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4632 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18944 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 6548 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 8812 members Mstep: Class 16 contains 100200 members Mstep: Class 17 contains 6050 members Mstep: Class 20 contains 24218 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43120 members Mstep: Class 23 contains 6443 members Entering Unmasked Estep ConsiderDeletion Score: -70956896.000000 Penalty: 166180.093750 Iteration 60F: 22 clusters Score -7.09569e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 134 members Mstep: Class 1 contains 20674 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 7821 members Mstep: Class 4 contains 143650 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8958 members Mstep: Class 7 contains 1005 members Mstep: Class 8 contains 4619 members Mstep: Class 9 contains 1940 members Mstep: Class 10 contains 18935 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 6524 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 8815 members Mstep: Class 16 contains 100178 members Mstep: Class 17 contains 6051 members Mstep: Class 20 contains 24184 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43101 members Mstep: Class 23 contains 6666 members Entering Unmasked Estep ConsiderDeletion Score: -70957528.000000 Penalty: 166180.093750 Iteration 61Q: 22 clusters Score -7.095753e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 20435 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 7925 members Mstep: Class 4 contains 143677 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8965 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4607 members Mstep: Class 9 contains 1940 members Mstep: Class 10 contains 18924 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6502 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8820 members Mstep: Class 16 contains 100168 members Mstep: Class 17 contains 6052 members Mstep: Class 20 contains 24164 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43083 members Mstep: Class 23 contains 6850 members Entering Unmasked Estep ConsiderDeletion Score: -70957944.000000 Penalty: 166180.093750 Iteration 62Q: 22 clusters Score -7.095794e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 20246 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8022 members Mstep: Class 4 contains 143694 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8965 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4588 members Mstep: Class 9 contains 1940 members Mstep: Class 10 contains 18921 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6479 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8819 members Mstep: Class 16 contains 100154 members Mstep: Class 17 contains 6053 members Mstep: Class 20 contains 24142 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43069 members Mstep: Class 23 contains 7020 members Entering Unmasked Estep ConsiderDeletion Score: -70958208.000000 Penalty: 166180.093750 Iteration 63Q: 22 clusters Score -7.095821e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8090 members Mstep: Class 4 contains 143693 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8965 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18911 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6463 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8821 members Mstep: Class 16 contains 100129 members Mstep: Class 17 contains 6055 members Mstep: Class 20 contains 24128 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43053 members Mstep: Class 23 contains 7171 members Entering Unmasked Estep ConsiderDeletion Score: -70958208.000000 Penalty: 166180.093750 Iteration 64Q: 22 clusters Score -7.095821e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8159 members Mstep: Class 4 contains 143693 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8968 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4588 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18899 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6441 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8823 members Mstep: Class 16 contains 100098 members Mstep: Class 17 contains 6055 members Mstep: Class 20 contains 24112 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43040 members Mstep: Class 23 contains 7301 members Entering Unmasked Estep ConsiderDeletion Score: -70958392.000000 Penalty: 166180.093750 Iteration 65Q: 22 clusters Score -7.095839e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8214 members Mstep: Class 4 contains 143685 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8972 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18890 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6423 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8823 members Mstep: Class 16 contains 100091 members Mstep: Class 17 contains 6055 members Mstep: Class 20 contains 24092 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43029 members Mstep: Class 23 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -70958456.000000 Penalty: 166180.093750 Iteration 66Q: 22 clusters Score -7.095846e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19781 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8254 members Mstep: Class 4 contains 143673 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8977 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4588 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18881 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6417 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8824 members Mstep: Class 16 contains 100079 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 24081 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43018 members Mstep: Class 23 contains 7544 members Entering Unmasked Estep ConsiderDeletion Score: -70958624.000000 Penalty: 166180.093750 Iteration 67Q: 22 clusters Score -7.095862e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19684 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8306 members Mstep: Class 4 contains 143670 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8984 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4577 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18879 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6402 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8828 members Mstep: Class 16 contains 100073 members Mstep: Class 17 contains 6056 members Mstep: Class 20 contains 24073 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43005 members Mstep: Class 23 contains 7637 members Entering Unmasked Estep ConsiderDeletion Score: -70958560.000000 Penalty: 166180.093750 Iteration 68Q: 22 clusters Score -7.095856e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19610 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8359 members Mstep: Class 4 contains 143670 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8989 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4573 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18871 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6394 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8830 members Mstep: Class 16 contains 100062 members Mstep: Class 17 contains 6058 members Mstep: Class 20 contains 24067 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 43000 members Mstep: Class 23 contains 7691 members Entering Unmasked Estep ConsiderDeletion Score: -70958600.000000 Penalty: 166180.093750 Iteration 69Q: 22 clusters Score -7.09586e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19556 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8405 members Mstep: Class 4 contains 143673 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8993 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4565 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18866 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6388 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8831 members Mstep: Class 16 contains 100053 members Mstep: Class 17 contains 6059 members Mstep: Class 20 contains 24062 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42999 members Mstep: Class 23 contains 7724 members Entering Unmasked Estep ConsiderDeletion Score: -70958648.000000 Penalty: 166180.093750 Iteration 70Q: 22 clusters Score -7.095865e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19531 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8450 members Mstep: Class 4 contains 143660 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8994 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4560 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18860 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6382 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8832 members Mstep: Class 16 contains 100040 members Mstep: Class 17 contains 6061 members Mstep: Class 20 contains 24059 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42995 members Mstep: Class 23 contains 7750 members Entering Unmasked Estep ConsiderDeletion Score: -70958616.000000 Penalty: 166180.093750 Iteration 71Q: 22 clusters Score -7.095862e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19500 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8488 members Mstep: Class 4 contains 143660 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8992 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4544 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18858 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6381 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8834 members Mstep: Class 16 contains 100035 members Mstep: Class 17 contains 6062 members Mstep: Class 20 contains 24053 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42994 members Mstep: Class 23 contains 7773 members Entering Unmasked Estep ConsiderDeletion Score: -70958624.000000 Penalty: 166180.093750 Iteration 72Q: 22 clusters Score -7.095862e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19468 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8511 members Mstep: Class 4 contains 143655 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8993 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4541 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18853 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6380 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8836 members Mstep: Class 16 contains 100035 members Mstep: Class 17 contains 6062 members Mstep: Class 20 contains 24050 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42992 members Mstep: Class 23 contains 7798 members Entering Unmasked Estep ConsiderDeletion Score: -70958608.000000 Penalty: 166180.093750 Iteration 73Q: 22 clusters Score -7.095861e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19427 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8533 members Mstep: Class 4 contains 143661 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8995 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4534 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18852 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6380 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8837 members Mstep: Class 16 contains 100030 members Mstep: Class 17 contains 6062 members Mstep: Class 20 contains 24047 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42991 members Mstep: Class 23 contains 7825 members Entering Unmasked Estep ConsiderDeletion Score: -70958608.000000 Penalty: 166180.093750 Iteration 74Q: 22 clusters Score -7.095861e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8553 members Mstep: Class 4 contains 143665 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8995 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4526 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18853 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6378 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8836 members Mstep: Class 16 contains 100029 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24045 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42990 members Mstep: Class 23 contains 7849 members Entering Unmasked Estep ConsiderDeletion Score: -70958512.000000 Penalty: 166180.093750 Iteration 75Q: 22 clusters Score -7.095851e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19366 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8566 members Mstep: Class 4 contains 143670 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8995 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18853 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6376 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8837 members Mstep: Class 16 contains 100035 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24044 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42990 members Mstep: Class 23 contains 7864 members Entering Unmasked Estep ConsiderDeletion Score: -70958600.000000 Penalty: 166180.093750 Iteration 76Q: 22 clusters Score -7.09586e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19346 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8580 members Mstep: Class 4 contains 143672 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8997 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18853 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6376 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8835 members Mstep: Class 16 contains 100035 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42988 members Mstep: Class 23 contains 7875 members Entering Unmasked Estep ConsiderDeletion Score: -70958664.000000 Penalty: 166180.093750 Iteration 77Q: 22 clusters Score -7.095866e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8584 members Mstep: Class 4 contains 143669 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8998 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4507 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18858 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6373 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8836 members Mstep: Class 16 contains 100039 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42987 members Mstep: Class 23 contains 7883 members Entering Unmasked Estep ConsiderDeletion Score: -70958696.000000 Penalty: 166180.093750 Iteration 78Q: 22 clusters Score -7.09587e+07 nChanged 63 Entering ConstructFrom: Score: -70958696.000000 Penalty: 166180.093750 Entering ConstructFrom: Trying to split cluster 1 (19324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19324 members Entering Unmasked Estep Score: -3365498.750000 Penalty: 6044.825684 Iteration 0F: 2 clusters Score -3365499 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -3349411.750000 Penalty: 12089.651367 Iteration 0F: 3 clusters Score -3349412 nChanged 7826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -3353578.500000 Penalty: 12089.651367 Iteration 1F: 3 clusters Score -3353578 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -3354209.750000 Penalty: 12089.651367 Iteration 2F: 3 clusters Score -3354210 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -3354674.500000 Penalty: 12089.651367 Iteration 3Q: 3 clusters Score -3354674 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -3355086.000000 Penalty: 12089.651367 Iteration 4Q: 3 clusters Score -3355086 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -3355468.500000 Penalty: 12089.651367 Iteration 5Q: 3 clusters Score -3355468 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -3355865.750000 Penalty: 12089.651367 Iteration 6Q: 3 clusters Score -3355866 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -3356269.000000 Penalty: 12089.651367 Iteration 7Q: 3 clusters Score -3356269 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -3356717.250000 Penalty: 12089.651367 Iteration 8Q: 3 clusters Score -3356717 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -3357188.750000 Penalty: 12089.651367 Iteration 9Q: 3 clusters Score -3357189 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -3357724.750000 Penalty: 12089.651367 Iteration 10Q: 3 clusters Score -3357725 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -3358298.500000 Penalty: 12089.651367 Iteration 11Q: 3 clusters Score -3358298 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -3358791.250000 Penalty: 12089.651367 Iteration 12Q: 3 clusters Score -3358791 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -3359188.500000 Penalty: 12089.651367 Iteration 13Q: 3 clusters Score -3359188 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12628 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -3359505.000000 Penalty: 12089.651367 Iteration 14Q: 3 clusters Score -3359505 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -3359760.500000 Penalty: 12089.651367 Iteration 15Q: 3 clusters Score -3359760 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -3359986.250000 Penalty: 12089.651367 Iteration 16Q: 3 clusters Score -3359986 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -3360136.250000 Penalty: 12089.651367 Iteration 17Q: 3 clusters Score -3360136 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13697 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -3360276.750000 Penalty: 12089.651367 Iteration 18Q: 3 clusters Score -3360277 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -3360380.250000 Penalty: 12089.651367 Iteration 19Q: 3 clusters Score -3360380 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14061 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -3360481.750000 Penalty: 12089.651367 Iteration 20F: 3 clusters Score -3360482 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14213 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -3360570.000000 Penalty: 12089.651367 Iteration 21Q: 3 clusters Score -3360570 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -3360628.250000 Penalty: 12089.651367 Iteration 22Q: 3 clusters Score -3360628 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -3360697.250000 Penalty: 12089.651367 Iteration 23Q: 3 clusters Score -3360697 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14589 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -3360721.500000 Penalty: 12089.651367 Iteration 24Q: 3 clusters Score -3360722 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -3360777.750000 Penalty: 12089.651367 Iteration 25Q: 3 clusters Score -3360778 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -3360814.750000 Penalty: 12089.651367 Iteration 26Q: 3 clusters Score -3360815 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14848 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -3360841.500000 Penalty: 12089.651367 Iteration 27Q: 3 clusters Score -3360842 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14922 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -3360863.250000 Penalty: 12089.651367 Iteration 28Q: 3 clusters Score -3360863 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -3360888.750000 Penalty: 12089.651367 Iteration 29Q: 3 clusters Score -3360889 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -3360915.750000 Penalty: 12089.651367 Iteration 30Q: 3 clusters Score -3360916 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -3360941.500000 Penalty: 12089.651367 Iteration 31Q: 3 clusters Score -3360942 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -3360983.500000 Penalty: 12089.651367 Iteration 32Q: 3 clusters Score -3360984 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -3360994.250000 Penalty: 12089.651367 Iteration 33Q: 3 clusters Score -3360994 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -3361011.500000 Penalty: 12089.651367 Iteration 34Q: 3 clusters Score -3361012 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15343 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -3361039.000000 Penalty: 12089.651367 Iteration 35Q: 3 clusters Score -3361039 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -3361066.500000 Penalty: 12089.651367 Iteration 36Q: 3 clusters Score -3361066 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15451 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -3361099.750000 Penalty: 12089.651367 Iteration 37Q: 3 clusters Score -3361100 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -3361125.000000 Penalty: 12089.651367 Iteration 38Q: 3 clusters Score -3361125 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15547 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -3361135.750000 Penalty: 12089.651367 Iteration 39Q: 3 clusters Score -3361136 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -3361164.250000 Penalty: 12089.651367 Iteration 40F: 3 clusters Score -3361164 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -3361175.250000 Penalty: 12089.651367 Iteration 41Q: 3 clusters Score -3361175 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15673 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -3361187.000000 Penalty: 12089.651367 Iteration 42Q: 3 clusters Score -3361187 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -3361203.250000 Penalty: 12089.651367 Iteration 43Q: 3 clusters Score -3361203 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -3361214.750000 Penalty: 12089.651367 Iteration 44Q: 3 clusters Score -3361215 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -3361232.500000 Penalty: 12089.651367 Iteration 45Q: 3 clusters Score -3361232 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15780 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -3361240.000000 Penalty: 12089.651367 Iteration 46Q: 3 clusters Score -3361240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15800 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -3361239.250000 Penalty: 12089.651367 Iteration 47Q: 3 clusters Score -3361239 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -3361248.250000 Penalty: 12089.651367 Iteration 48Q: 3 clusters Score -3361248 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -3361250.750000 Penalty: 12089.651367 Iteration 49Q: 3 clusters Score -3361251 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15850 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -3361265.500000 Penalty: 12089.651367 Iteration 50Q: 3 clusters Score -3361266 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -3361266.750000 Penalty: 12089.651367 Iteration 51Q: 3 clusters Score -3361267 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15877 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -3361276.000000 Penalty: 12089.651367 Iteration 52Q: 3 clusters Score -3361276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -3361271.500000 Penalty: 12089.651367 Iteration 53Q: 3 clusters Score -3361272 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -3361279.000000 Penalty: 12089.651367 Iteration 54Q: 3 clusters Score -3361279 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -3361289.750000 Penalty: 12089.651367 Iteration 55Q: 3 clusters Score -3361290 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15951 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -3361297.750000 Penalty: 12089.651367 Iteration 56Q: 3 clusters Score -3361298 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -3361302.250000 Penalty: 12089.651367 Iteration 57Q: 3 clusters Score -3361302 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -3361315.750000 Penalty: 12089.651367 Iteration 58Q: 3 clusters Score -3361316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16011 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -3361323.750000 Penalty: 12089.651367 Iteration 59Q: 3 clusters Score -3361324 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16027 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -3361330.750000 Penalty: 12089.651367 Iteration 60F: 3 clusters Score -3361331 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -3361336.000000 Penalty: 12089.651367 Iteration 61Q: 3 clusters Score -3361336 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16063 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -3361341.750000 Penalty: 12089.651367 Iteration 62Q: 3 clusters Score -3361342 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -3361348.000000 Penalty: 12089.651367 Iteration 63Q: 3 clusters Score -3361348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16088 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -3361350.500000 Penalty: 12089.651367 Iteration 64Q: 3 clusters Score -3361350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16093 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -3361347.250000 Penalty: 12089.651367 Iteration 65Q: 3 clusters Score -3361347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16096 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -3361353.500000 Penalty: 12089.651367 Iteration 66Q: 3 clusters Score -3361354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16100 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -3361359.000000 Penalty: 12089.651367 Iteration 67Q: 3 clusters Score -3361359 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16106 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -3361361.500000 Penalty: 12089.651367 Iteration 68Q: 3 clusters Score -3361362 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -3361363.000000 Penalty: 12089.651367 Iteration 69Q: 3 clusters Score -3361363 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16120 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -3361362.000000 Penalty: 12089.651367 Iteration 70Q: 3 clusters Score -3361362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -3361363.500000 Penalty: 12089.651367 Iteration 71Q: 3 clusters Score -3361364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -3361364.500000 Penalty: 12089.651367 Iteration 72Q: 3 clusters Score -3361364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -3361364.500000 Penalty: 12089.651367 Iteration 73F: 3 clusters Score -3361364 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -130545.414062 Penalty: 4171.212402 Iteration 0F: 2 clusters Score -130545.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -126795.500000 Penalty: 8342.424805 Iteration 0F: 3 clusters Score -126795.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -127452.234375 Penalty: 8342.424805 Iteration 1F: 3 clusters Score -127452.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -127932.296875 Penalty: 8342.424805 Iteration 2F: 3 clusters Score -127932.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -128405.890625 Penalty: 8342.424805 Iteration 3F: 3 clusters Score -128405.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -128737.476562 Penalty: 8342.424805 Iteration 4F: 3 clusters Score -128737.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -128940.781250 Penalty: 8342.424805 Iteration 5Q: 3 clusters Score -128940.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -129216.023438 Penalty: 8342.424805 Iteration 6Q: 3 clusters Score -129216 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -129335.695312 Penalty: 8342.424805 Iteration 7Q: 3 clusters Score -129335.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -129439.265625 Penalty: 8342.424805 Iteration 8Q: 3 clusters Score -129439.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -129528.031250 Penalty: 8342.424805 Iteration 9Q: 3 clusters Score -129528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -129585.710938 Penalty: 8342.424805 Iteration 10Q: 3 clusters Score -129585.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -129600.476562 Penalty: 8342.424805 Iteration 11Q: 3 clusters Score -129600.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -129609.601562 Penalty: 8342.424805 Iteration 12Q: 3 clusters Score -129609.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -129633.429688 Penalty: 8342.424805 Iteration 13F: 3 clusters Score -129633.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -129704.687500 Penalty: 8342.424805 Iteration 14Q: 3 clusters Score -129704.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -129840.421875 Penalty: 8342.424805 Iteration 15Q: 3 clusters Score -129840.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -130109.390625 Penalty: 8342.424805 Iteration 16Q: 3 clusters Score -130109.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -130147.539062 Penalty: 8342.424805 Iteration 17Q: 3 clusters Score -130147.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -130197.890625 Penalty: 8342.424805 Iteration 18Q: 3 clusters Score -130197.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -130250.703125 Penalty: 8342.424805 Iteration 19Q: 3 clusters Score -130250.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -130312.578125 Penalty: 8342.424805 Iteration 20F: 3 clusters Score -130312.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -130379.539062 Penalty: 8342.424805 Iteration 21Q: 3 clusters Score -130379.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -130524.296875 Penalty: 8342.424805 Iteration 22Q: 3 clusters Score -130524.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -130651.070312 Penalty: 8342.424805 Iteration 23Q: 3 clusters Score -130651.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -130655.281250 Penalty: 8342.424805 Iteration 24Q: 3 clusters Score -130655.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -130655.281250 Penalty: 8342.424805 Iteration 25F: 3 clusters Score -130655.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 695 members Mstep: Class 3 contains 8595 members Mstep: Class 4 contains 143665 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18851 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6368 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100040 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 212 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42986 members Mstep: Class 23 contains 7890 members Entering Unmasked Estep Score: -70954984.000000 Penalty: 174093.421875 Splitting cluster 2 changes total score from -70958696.000000 to -70954984.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (8595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Entering Unmasked Estep Score: -1452323.875000 Penalty: 5548.598145 Iteration 0F: 2 clusters Score -1452324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1442975.000000 Penalty: 11097.196289 Iteration 0F: 3 clusters Score -1442975 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1445019.125000 Penalty: 11097.196289 Iteration 1F: 3 clusters Score -1445019 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1445666.375000 Penalty: 11097.196289 Iteration 2F: 3 clusters Score -1445666 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1446088.250000 Penalty: 11097.196289 Iteration 3F: 3 clusters Score -1446088 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1446416.250000 Penalty: 11097.196289 Iteration 4Q: 3 clusters Score -1446416 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1446694.125000 Penalty: 11097.196289 Iteration 5Q: 3 clusters Score -1446694 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1447014.750000 Penalty: 11097.196289 Iteration 6Q: 3 clusters Score -1447015 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1447358.750000 Penalty: 11097.196289 Iteration 7Q: 3 clusters Score -1447359 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1447770.625000 Penalty: 11097.196289 Iteration 8Q: 3 clusters Score -1447771 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1448144.500000 Penalty: 11097.196289 Iteration 9Q: 3 clusters Score -1448144 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1448461.750000 Penalty: 11097.196289 Iteration 10Q: 3 clusters Score -1448462 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1448745.250000 Penalty: 11097.196289 Iteration 11Q: 3 clusters Score -1448745 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1448994.500000 Penalty: 11097.196289 Iteration 12Q: 3 clusters Score -1448994 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1449259.500000 Penalty: 11097.196289 Iteration 13Q: 3 clusters Score -1449260 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1449573.125000 Penalty: 11097.196289 Iteration 14Q: 3 clusters Score -1449573 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1449883.500000 Penalty: 11097.196289 Iteration 15Q: 3 clusters Score -1449884 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1450103.250000 Penalty: 11097.196289 Iteration 16Q: 3 clusters Score -1450103 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1450252.875000 Penalty: 11097.196289 Iteration 17Q: 3 clusters Score -1450253 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1450349.375000 Penalty: 11097.196289 Iteration 18Q: 3 clusters Score -1450349 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -1450416.500000 Penalty: 11097.196289 Iteration 19Q: 3 clusters Score -1450416 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1450457.125000 Penalty: 11097.196289 Iteration 20F: 3 clusters Score -1450457 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -1450485.125000 Penalty: 11097.196289 Iteration 21Q: 3 clusters Score -1450485 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1450508.750000 Penalty: 11097.196289 Iteration 22Q: 3 clusters Score -1450509 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1450531.750000 Penalty: 11097.196289 Iteration 23Q: 3 clusters Score -1450532 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -1450545.000000 Penalty: 11097.196289 Iteration 24Q: 3 clusters Score -1450545 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1450554.250000 Penalty: 11097.196289 Iteration 25Q: 3 clusters Score -1450554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1450562.125000 Penalty: 11097.196289 Iteration 26Q: 3 clusters Score -1450562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -1450565.000000 Penalty: 11097.196289 Iteration 27Q: 3 clusters Score -1450565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1450563.750000 Penalty: 11097.196289 Iteration 28Q: 3 clusters Score -1450564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1450563.750000 Penalty: 11097.196289 Iteration 29F: 3 clusters Score -1450564 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (143665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143665 members Entering Unmasked Estep Score: -25378840.000000 Penalty: 7273.583984 Iteration 0F: 2 clusters Score -2.537884e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71738 members Mstep: Class 2 contains 71927 members Entering Unmasked Estep Score: -25281250.000000 Penalty: 14547.167969 Iteration 0F: 3 clusters Score -2.528125e+07 nChanged 66794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71252 members Mstep: Class 2 contains 72413 members Entering Unmasked Estep Score: -25318680.000000 Penalty: 14547.167969 Iteration 1F: 3 clusters Score -2.531868e+07 nChanged 5166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70958 members Mstep: Class 2 contains 72707 members Entering Unmasked Estep Score: -25319958.000000 Penalty: 14547.167969 Iteration 2Q: 3 clusters Score -2.531996e+07 nChanged 4701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70619 members Mstep: Class 2 contains 73046 members Entering Unmasked Estep Score: -25321058.000000 Penalty: 14547.167969 Iteration 3Q: 3 clusters Score -2.532106e+07 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70117 members Mstep: Class 2 contains 73548 members Entering Unmasked Estep Score: -25322104.000000 Penalty: 14547.167969 Iteration 4Q: 3 clusters Score -2.53221e+07 nChanged 4340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69377 members Mstep: Class 2 contains 74288 members Entering Unmasked Estep Score: -25323240.000000 Penalty: 14547.167969 Iteration 5Q: 3 clusters Score -2.532324e+07 nChanged 4312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68295 members Mstep: Class 2 contains 75370 members Entering Unmasked Estep Score: -25324420.000000 Penalty: 14547.167969 Iteration 6Q: 3 clusters Score -2.532442e+07 nChanged 4366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66785 members Mstep: Class 2 contains 76880 members Entering Unmasked Estep Score: -25325748.000000 Penalty: 14547.167969 Iteration 7Q: 3 clusters Score -2.532575e+07 nChanged 4618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64593 members Mstep: Class 2 contains 79072 members Entering Unmasked Estep Score: -25327196.000000 Penalty: 14547.167969 Iteration 8Q: 3 clusters Score -2.53272e+07 nChanged 5070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61379 members Mstep: Class 2 contains 82286 members Entering Unmasked Estep Score: -25329324.000000 Penalty: 14547.167969 Iteration 9Q: 3 clusters Score -2.532932e+07 nChanged 5853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56892 members Mstep: Class 2 contains 86773 members Entering Unmasked Estep Score: -25331904.000000 Penalty: 14547.167969 Iteration 10Q: 3 clusters Score -2.53319e+07 nChanged 6790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51002 members Mstep: Class 2 contains 92663 members Entering Unmasked Estep Score: -25335522.000000 Penalty: 14547.167969 Iteration 11Q: 3 clusters Score -2.533552e+07 nChanged 7906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43654 members Mstep: Class 2 contains 100011 members Entering Unmasked Estep Score: -25340530.000000 Penalty: 14547.167969 Iteration 12F: 3 clusters Score -2.534053e+07 nChanged 8744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35194 members Mstep: Class 2 contains 108471 members Entering Unmasked Estep Score: -25346820.000000 Penalty: 14547.167969 Iteration 13F: 3 clusters Score -2.534682e+07 nChanged 8836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26530 members Mstep: Class 2 contains 117135 members Entering Unmasked Estep Score: -25353726.000000 Penalty: 14547.167969 Iteration 14F: 3 clusters Score -2.535373e+07 nChanged 7865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18775 members Mstep: Class 2 contains 124890 members Entering Unmasked Estep Score: -25360074.000000 Penalty: 14547.167969 Iteration 15F: 3 clusters Score -2.536007e+07 nChanged 6160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12679 members Mstep: Class 2 contains 130986 members Entering Unmasked Estep Score: -25365154.000000 Penalty: 14547.167969 Iteration 16Q: 3 clusters Score -2.536515e+07 nChanged 4181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 135103 members Entering Unmasked Estep Score: -25368424.000000 Penalty: 14547.167969 Iteration 17Q: 3 clusters Score -2.536842e+07 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 137657 members Entering Unmasked Estep Score: -25370382.000000 Penalty: 14547.167969 Iteration 18Q: 3 clusters Score -2.537038e+07 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 139159 members Entering Unmasked Estep Score: -25371506.000000 Penalty: 14547.167969 Iteration 19Q: 3 clusters Score -2.537151e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 140040 members Entering Unmasked Estep Score: -25372200.000000 Penalty: 14547.167969 Iteration 20F: 3 clusters Score -2.53722e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 140578 members Entering Unmasked Estep Score: -25372600.000000 Penalty: 14547.167969 Iteration 21Q: 3 clusters Score -2.53726e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 140903 members Entering Unmasked Estep Score: -25372840.000000 Penalty: 14547.167969 Iteration 22Q: 3 clusters Score -2.537284e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 141153 members Entering Unmasked Estep Score: -25373022.000000 Penalty: 14547.167969 Iteration 23Q: 3 clusters Score -2.537302e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 141302 members Entering Unmasked Estep Score: -25373134.000000 Penalty: 14547.167969 Iteration 24Q: 3 clusters Score -2.537313e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 141407 members Entering Unmasked Estep Score: -25373196.000000 Penalty: 14547.167969 Iteration 25Q: 3 clusters Score -2.53732e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 141494 members Entering Unmasked Estep Score: -25373316.000000 Penalty: 14547.167969 Iteration 26Q: 3 clusters Score -2.537332e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 141546 members Entering Unmasked Estep Score: -25373416.000000 Penalty: 14547.167969 Iteration 27Q: 3 clusters Score -2.537342e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 141593 members Entering Unmasked Estep Score: -25373402.000000 Penalty: 14547.167969 Iteration 28Q: 3 clusters Score -2.53734e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 141627 members Entering Unmasked Estep Score: -25373464.000000 Penalty: 14547.167969 Iteration 29Q: 3 clusters Score -2.537346e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 141669 members Entering Unmasked Estep Score: -25373472.000000 Penalty: 14547.167969 Iteration 30Q: 3 clusters Score -2.537347e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 141699 members Entering Unmasked Estep Score: -25373510.000000 Penalty: 14547.167969 Iteration 31Q: 3 clusters Score -2.537351e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 141722 members Entering Unmasked Estep Score: -25373528.000000 Penalty: 14547.167969 Iteration 32Q: 3 clusters Score -2.537353e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 141747 members Entering Unmasked Estep Score: -25373546.000000 Penalty: 14547.167969 Iteration 33Q: 3 clusters Score -2.537355e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 141773 members Entering Unmasked Estep Score: -25373598.000000 Penalty: 14547.167969 Iteration 34Q: 3 clusters Score -2.53736e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 141797 members Entering Unmasked Estep Score: -25373582.000000 Penalty: 14547.167969 Iteration 35Q: 3 clusters Score -2.537358e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 141804 members Entering Unmasked Estep Score: -25373580.000000 Penalty: 14547.167969 Iteration 36Q: 3 clusters Score -2.537358e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 141814 members Entering Unmasked Estep Score: -25373576.000000 Penalty: 14547.167969 Iteration 37Q: 3 clusters Score -2.537358e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 141824 members Entering Unmasked Estep Score: -25373590.000000 Penalty: 14547.167969 Iteration 38Q: 3 clusters Score -2.537359e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 141827 members Entering Unmasked Estep Score: -25373576.000000 Penalty: 14547.167969 Iteration 39Q: 3 clusters Score -2.537358e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 141834 members Entering Unmasked Estep Score: -25373596.000000 Penalty: 14547.167969 Iteration 40F: 3 clusters Score -2.53736e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 141842 members Entering Unmasked Estep Score: -25373610.000000 Penalty: 14547.167969 Iteration 41Q: 3 clusters Score -2.537361e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 141848 members Entering Unmasked Estep Score: -25373596.000000 Penalty: 14547.167969 Iteration 42Q: 3 clusters Score -2.53736e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 141846 members Entering Unmasked Estep Score: -25373624.000000 Penalty: 14547.167969 Iteration 43Q: 3 clusters Score -2.537362e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 141847 members Entering Unmasked Estep Score: -25373634.000000 Penalty: 14547.167969 Iteration 44Q: 3 clusters Score -2.537363e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 141845 members Entering Unmasked Estep Score: -25373656.000000 Penalty: 14547.167969 Iteration 45Q: 3 clusters Score -2.537366e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 141845 members Entering Unmasked Estep Score: -25373672.000000 Penalty: 14547.167969 Iteration 46Q: 3 clusters Score -2.537367e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 141848 members Entering Unmasked Estep Score: -25373660.000000 Penalty: 14547.167969 Iteration 47Q: 3 clusters Score -2.537366e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 141850 members Entering Unmasked Estep Score: -25373664.000000 Penalty: 14547.167969 Iteration 48Q: 3 clusters Score -2.537366e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 141854 members Entering Unmasked Estep Score: -25373674.000000 Penalty: 14547.167969 Iteration 49Q: 3 clusters Score -2.537367e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 141857 members Entering Unmasked Estep Score: -25373666.000000 Penalty: 14547.167969 Iteration 50Q: 3 clusters Score -2.537367e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 141861 members Entering Unmasked Estep Score: -25373694.000000 Penalty: 14547.167969 Iteration 51Q: 3 clusters Score -2.537369e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 141863 members Entering Unmasked Estep Score: -25373712.000000 Penalty: 14547.167969 Iteration 52Q: 3 clusters Score -2.537371e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 141867 members Entering Unmasked Estep Score: -25373702.000000 Penalty: 14547.167969 Iteration 53Q: 3 clusters Score -2.53737e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 141871 members Entering Unmasked Estep Score: -25373694.000000 Penalty: 14547.167969 Iteration 54Q: 3 clusters Score -2.537369e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 141873 members Entering Unmasked Estep Score: -25373678.000000 Penalty: 14547.167969 Iteration 55Q: 3 clusters Score -2.537368e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 141876 members Entering Unmasked Estep Score: -25373696.000000 Penalty: 14547.167969 Iteration 56Q: 3 clusters Score -2.53737e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 141882 members Entering Unmasked Estep Score: -25373696.000000 Penalty: 14547.167969 Iteration 57Q: 3 clusters Score -2.53737e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 141886 members Entering Unmasked Estep Score: -25373678.000000 Penalty: 14547.167969 Iteration 58Q: 3 clusters Score -2.537368e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 141888 members Entering Unmasked Estep Score: -25373688.000000 Penalty: 14547.167969 Iteration 59Q: 3 clusters Score -2.537369e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 141890 members Entering Unmasked Estep Score: -25373680.000000 Penalty: 14547.167969 Iteration 60F: 3 clusters Score -2.537368e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 141892 members Entering Unmasked Estep Score: -25373668.000000 Penalty: 14547.167969 Iteration 61Q: 3 clusters Score -2.537367e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 141893 members Entering Unmasked Estep Score: -25373676.000000 Penalty: 14547.167969 Iteration 62Q: 3 clusters Score -2.537368e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 141893 members Entering Unmasked Estep Score: -25373676.000000 Penalty: 14547.167969 Iteration 63F: 3 clusters Score -2.537368e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -222124.000000 Penalty: 4453.918457 Iteration 0F: 2 clusters Score -222124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -217716.000000 Penalty: 8907.836914 Iteration 0F: 3 clusters Score -217716 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -218688.750000 Penalty: 8907.836914 Iteration 1F: 3 clusters Score -218688.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -219474.828125 Penalty: 8907.836914 Iteration 2F: 3 clusters Score -219474.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -220155.265625 Penalty: 8907.836914 Iteration 3F: 3 clusters Score -220155.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -221061.859375 Penalty: 8907.836914 Iteration 4F: 3 clusters Score -221061.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -222141.265625 Penalty: 8907.836914 Iteration 5F: 3 clusters Score -222141.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -223877.000000 Penalty: 8907.836914 Iteration 6Q: 3 clusters Score -223877 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -224113.359375 Penalty: 8907.836914 Iteration 7Q: 3 clusters Score -224113.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -224246.343750 Penalty: 8907.836914 Iteration 8Q: 3 clusters Score -224246.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -224323.750000 Penalty: 8907.836914 Iteration 9Q: 3 clusters Score -224323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -224390.265625 Penalty: 8907.836914 Iteration 10Q: 3 clusters Score -224390.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -224423.078125 Penalty: 8907.836914 Iteration 11Q: 3 clusters Score -224423.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -224447.765625 Penalty: 8907.836914 Iteration 12Q: 3 clusters Score -224447.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -224501.718750 Penalty: 8907.836914 Iteration 13Q: 3 clusters Score -224501.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -224524.546875 Penalty: 8907.836914 Iteration 14Q: 3 clusters Score -224524.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -224558.093750 Penalty: 8907.836914 Iteration 15Q: 3 clusters Score -224558.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -224558.093750 Penalty: 8907.836914 Iteration 16F: 3 clusters Score -224558.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8595 members Mstep: Class 4 contains 143665 members Mstep: Class 5 contains 251 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18851 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6368 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100040 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 1188 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42986 members Mstep: Class 23 contains 7890 members Entering Unmasked Estep Score: -70957520.000000 Penalty: 174093.421875 Splitting cluster 5 changes total score from -70958696.000000 to -70957520.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (8999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Entering Unmasked Estep Score: -1529455.125000 Penalty: 5576.732422 Iteration 0F: 2 clusters Score -1529455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1519890.000000 Penalty: 11153.464844 Iteration 0F: 3 clusters Score -1519890 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1521776.250000 Penalty: 11153.464844 Iteration 1F: 3 clusters Score -1521776 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1522164.500000 Penalty: 11153.464844 Iteration 2F: 3 clusters Score -1522164 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1522408.750000 Penalty: 11153.464844 Iteration 3Q: 3 clusters Score -1522409 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1522562.625000 Penalty: 11153.464844 Iteration 4Q: 3 clusters Score -1522563 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1522670.250000 Penalty: 11153.464844 Iteration 5Q: 3 clusters Score -1522670 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1522740.375000 Penalty: 11153.464844 Iteration 6Q: 3 clusters Score -1522740 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1522786.750000 Penalty: 11153.464844 Iteration 7Q: 3 clusters Score -1522787 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1522828.875000 Penalty: 11153.464844 Iteration 8Q: 3 clusters Score -1522829 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1522868.250000 Penalty: 11153.464844 Iteration 9Q: 3 clusters Score -1522868 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1522903.125000 Penalty: 11153.464844 Iteration 10Q: 3 clusters Score -1522903 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1522928.375000 Penalty: 11153.464844 Iteration 11Q: 3 clusters Score -1522928 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1522962.250000 Penalty: 11153.464844 Iteration 12Q: 3 clusters Score -1522962 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1522992.125000 Penalty: 11153.464844 Iteration 13Q: 3 clusters Score -1522992 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1523008.375000 Penalty: 11153.464844 Iteration 14Q: 3 clusters Score -1523008 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1523038.750000 Penalty: 11153.464844 Iteration 15Q: 3 clusters Score -1523039 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1523065.500000 Penalty: 11153.464844 Iteration 16Q: 3 clusters Score -1523066 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1523089.750000 Penalty: 11153.464844 Iteration 17Q: 3 clusters Score -1523090 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1523104.750000 Penalty: 11153.464844 Iteration 18Q: 3 clusters Score -1523105 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1523127.250000 Penalty: 11153.464844 Iteration 19Q: 3 clusters Score -1523127 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1523151.375000 Penalty: 11153.464844 Iteration 20F: 3 clusters Score -1523151 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1523172.125000 Penalty: 11153.464844 Iteration 21Q: 3 clusters Score -1523172 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1523188.875000 Penalty: 11153.464844 Iteration 22Q: 3 clusters Score -1523189 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1523199.125000 Penalty: 11153.464844 Iteration 23Q: 3 clusters Score -1523199 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1523212.750000 Penalty: 11153.464844 Iteration 24Q: 3 clusters Score -1523213 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1523229.375000 Penalty: 11153.464844 Iteration 25Q: 3 clusters Score -1523229 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1523239.250000 Penalty: 11153.464844 Iteration 26Q: 3 clusters Score -1523239 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1523251.625000 Penalty: 11153.464844 Iteration 27Q: 3 clusters Score -1523252 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1523257.750000 Penalty: 11153.464844 Iteration 28Q: 3 clusters Score -1523258 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1523265.375000 Penalty: 11153.464844 Iteration 29Q: 3 clusters Score -1523265 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1523274.875000 Penalty: 11153.464844 Iteration 30Q: 3 clusters Score -1523275 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1523287.375000 Penalty: 11153.464844 Iteration 31Q: 3 clusters Score -1523287 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1523298.375000 Penalty: 11153.464844 Iteration 32Q: 3 clusters Score -1523298 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -1523307.250000 Penalty: 11153.464844 Iteration 33Q: 3 clusters Score -1523307 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1523317.875000 Penalty: 11153.464844 Iteration 34Q: 3 clusters Score -1523318 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -1523330.250000 Penalty: 11153.464844 Iteration 35Q: 3 clusters Score -1523330 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1523342.625000 Penalty: 11153.464844 Iteration 36Q: 3 clusters Score -1523343 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1523355.000000 Penalty: 11153.464844 Iteration 37Q: 3 clusters Score -1523355 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1523363.500000 Penalty: 11153.464844 Iteration 38Q: 3 clusters Score -1523364 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1523368.500000 Penalty: 11153.464844 Iteration 39Q: 3 clusters Score -1523368 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1523385.625000 Penalty: 11153.464844 Iteration 40F: 3 clusters Score -1523386 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1523398.125000 Penalty: 11153.464844 Iteration 41Q: 3 clusters Score -1523398 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -1523412.500000 Penalty: 11153.464844 Iteration 42Q: 3 clusters Score -1523412 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1523433.375000 Penalty: 11153.464844 Iteration 43Q: 3 clusters Score -1523433 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1523445.625000 Penalty: 11153.464844 Iteration 44Q: 3 clusters Score -1523446 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1523463.375000 Penalty: 11153.464844 Iteration 45Q: 3 clusters Score -1523463 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1523472.000000 Penalty: 11153.464844 Iteration 46Q: 3 clusters Score -1523472 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1523492.000000 Penalty: 11153.464844 Iteration 47Q: 3 clusters Score -1523492 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1523513.500000 Penalty: 11153.464844 Iteration 48Q: 3 clusters Score -1523514 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1523532.625000 Penalty: 11153.464844 Iteration 49Q: 3 clusters Score -1523533 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1523544.375000 Penalty: 11153.464844 Iteration 50Q: 3 clusters Score -1523544 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1523562.375000 Penalty: 11153.464844 Iteration 51Q: 3 clusters Score -1523562 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -1523573.500000 Penalty: 11153.464844 Iteration 52Q: 3 clusters Score -1523574 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1523590.625000 Penalty: 11153.464844 Iteration 53Q: 3 clusters Score -1523591 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1523608.250000 Penalty: 11153.464844 Iteration 54Q: 3 clusters Score -1523608 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1523631.250000 Penalty: 11153.464844 Iteration 55Q: 3 clusters Score -1523631 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -1523656.000000 Penalty: 11153.464844 Iteration 56Q: 3 clusters Score -1523656 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1523675.625000 Penalty: 11153.464844 Iteration 57Q: 3 clusters Score -1523676 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1523692.125000 Penalty: 11153.464844 Iteration 58Q: 3 clusters Score -1523692 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -1523704.875000 Penalty: 11153.464844 Iteration 59Q: 3 clusters Score -1523705 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1523715.500000 Penalty: 11153.464844 Iteration 60F: 3 clusters Score -1523716 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1523728.625000 Penalty: 11153.464844 Iteration 61Q: 3 clusters Score -1523729 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1523739.625000 Penalty: 11153.464844 Iteration 62Q: 3 clusters Score -1523740 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1523748.375000 Penalty: 11153.464844 Iteration 63Q: 3 clusters Score -1523748 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1523767.625000 Penalty: 11153.464844 Iteration 64Q: 3 clusters Score -1523768 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1523790.000000 Penalty: 11153.464844 Iteration 65Q: 3 clusters Score -1523790 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1523813.000000 Penalty: 11153.464844 Iteration 66Q: 3 clusters Score -1523813 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1523832.875000 Penalty: 11153.464844 Iteration 67Q: 3 clusters Score -1523833 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1523858.125000 Penalty: 11153.464844 Iteration 68Q: 3 clusters Score -1523858 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1523894.375000 Penalty: 11153.464844 Iteration 69Q: 3 clusters Score -1523894 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1523928.625000 Penalty: 11153.464844 Iteration 70Q: 3 clusters Score -1523929 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1523961.875000 Penalty: 11153.464844 Iteration 71Q: 3 clusters Score -1523962 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -1523997.875000 Penalty: 11153.464844 Iteration 72Q: 3 clusters Score -1523998 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1524023.875000 Penalty: 11153.464844 Iteration 73Q: 3 clusters Score -1524024 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1524054.625000 Penalty: 11153.464844 Iteration 74Q: 3 clusters Score -1524055 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1524090.875000 Penalty: 11153.464844 Iteration 75Q: 3 clusters Score -1524091 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1524131.250000 Penalty: 11153.464844 Iteration 76Q: 3 clusters Score -1524131 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1524171.500000 Penalty: 11153.464844 Iteration 77Q: 3 clusters Score -1524172 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1524202.500000 Penalty: 11153.464844 Iteration 78Q: 3 clusters Score -1524202 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1524225.625000 Penalty: 11153.464844 Iteration 79Q: 3 clusters Score -1524226 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1524252.500000 Penalty: 11153.464844 Iteration 80F: 3 clusters Score -1524252 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1524288.000000 Penalty: 11153.464844 Iteration 81Q: 3 clusters Score -1524288 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1524316.625000 Penalty: 11153.464844 Iteration 82Q: 3 clusters Score -1524317 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1524336.875000 Penalty: 11153.464844 Iteration 83Q: 3 clusters Score -1524337 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1524354.875000 Penalty: 11153.464844 Iteration 84Q: 3 clusters Score -1524355 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1524373.625000 Penalty: 11153.464844 Iteration 85Q: 3 clusters Score -1524374 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1524390.250000 Penalty: 11153.464844 Iteration 86Q: 3 clusters Score -1524390 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -1524404.625000 Penalty: 11153.464844 Iteration 87Q: 3 clusters Score -1524405 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1524421.125000 Penalty: 11153.464844 Iteration 88Q: 3 clusters Score -1524421 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1524440.375000 Penalty: 11153.464844 Iteration 89Q: 3 clusters Score -1524440 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1524450.875000 Penalty: 11153.464844 Iteration 90Q: 3 clusters Score -1524451 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1524462.250000 Penalty: 11153.464844 Iteration 91Q: 3 clusters Score -1524462 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1524466.250000 Penalty: 11153.464844 Iteration 92Q: 3 clusters Score -1524466 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1524478.375000 Penalty: 11153.464844 Iteration 93Q: 3 clusters Score -1524478 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1524487.750000 Penalty: 11153.464844 Iteration 94Q: 3 clusters Score -1524488 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1524495.000000 Penalty: 11153.464844 Iteration 95Q: 3 clusters Score -1524495 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1524505.250000 Penalty: 11153.464844 Iteration 96Q: 3 clusters Score -1524505 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1524512.625000 Penalty: 11153.464844 Iteration 97Q: 3 clusters Score -1524513 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -1524521.750000 Penalty: 11153.464844 Iteration 98Q: 3 clusters Score -1524522 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1524528.000000 Penalty: 11153.464844 Iteration 99Q: 3 clusters Score -1524528 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1524529.500000 Penalty: 11153.464844 Iteration 100F: 3 clusters Score -1524530 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1524537.875000 Penalty: 11153.464844 Iteration 101Q: 3 clusters Score -1524538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1524538.375000 Penalty: 11153.464844 Iteration 102Q: 3 clusters Score -1524538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1524543.625000 Penalty: 11153.464844 Iteration 103Q: 3 clusters Score -1524544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1524553.250000 Penalty: 11153.464844 Iteration 104Q: 3 clusters Score -1524553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -1524556.250000 Penalty: 11153.464844 Iteration 105Q: 3 clusters Score -1524556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1524560.250000 Penalty: 11153.464844 Iteration 106Q: 3 clusters Score -1524560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1524561.500000 Penalty: 11153.464844 Iteration 107Q: 3 clusters Score -1524562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1524567.875000 Penalty: 11153.464844 Iteration 108Q: 3 clusters Score -1524568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1524567.875000 Penalty: 11153.464844 Iteration 109Q: 3 clusters Score -1524568 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1524570.750000 Penalty: 11153.464844 Iteration 110Q: 3 clusters Score -1524571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1524572.625000 Penalty: 11153.464844 Iteration 111Q: 3 clusters Score -1524573 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1524579.500000 Penalty: 11153.464844 Iteration 112Q: 3 clusters Score -1524580 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1524580.750000 Penalty: 11153.464844 Iteration 113Q: 3 clusters Score -1524581 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1524583.625000 Penalty: 11153.464844 Iteration 114Q: 3 clusters Score -1524584 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1524586.250000 Penalty: 11153.464844 Iteration 115Q: 3 clusters Score -1524586 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1524595.000000 Penalty: 11153.464844 Iteration 116Q: 3 clusters Score -1524595 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1524597.875000 Penalty: 11153.464844 Iteration 117Q: 3 clusters Score -1524598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1524600.125000 Penalty: 11153.464844 Iteration 118Q: 3 clusters Score -1524600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1524601.000000 Penalty: 11153.464844 Iteration 119Q: 3 clusters Score -1524601 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1524604.500000 Penalty: 11153.464844 Iteration 120F: 3 clusters Score -1524604 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Entering Unmasked Estep Score: -150744.281250 Penalty: 4234.664062 Iteration 0F: 2 clusters Score -150744.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -146729.984375 Penalty: 8469.328125 Iteration 0F: 3 clusters Score -146730 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -147195.265625 Penalty: 8469.328125 Iteration 1F: 3 clusters Score -147195.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -147468.781250 Penalty: 8469.328125 Iteration 2F: 3 clusters Score -147468.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -147917.359375 Penalty: 8469.328125 Iteration 3F: 3 clusters Score -147917.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -148785.921875 Penalty: 8469.328125 Iteration 4F: 3 clusters Score -148785.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -149833.515625 Penalty: 8469.328125 Iteration 5F: 3 clusters Score -149833.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -150295.296875 Penalty: 8469.328125 Iteration 6F: 3 clusters Score -150295.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -150663.125000 Penalty: 8469.328125 Iteration 7Q: 3 clusters Score -150663.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -150913.796875 Penalty: 8469.328125 Iteration 8Q: 3 clusters Score -150913.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -151150.437500 Penalty: 8469.328125 Iteration 9Q: 3 clusters Score -151150.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -151250.343750 Penalty: 8469.328125 Iteration 10Q: 3 clusters Score -151250.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -151259.718750 Penalty: 8469.328125 Iteration 11Q: 3 clusters Score -151259.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -151278.796875 Penalty: 8469.328125 Iteration 12Q: 3 clusters Score -151278.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -151290.109375 Penalty: 8469.328125 Iteration 13Q: 3 clusters Score -151290.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -151294.875000 Penalty: 8469.328125 Iteration 14Q: 3 clusters Score -151294.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -151301.500000 Penalty: 8469.328125 Iteration 15Q: 3 clusters Score -151301.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -151301.500000 Penalty: 8469.328125 Iteration 16F: 3 clusters Score -151301.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8595 members Mstep: Class 4 contains 143665 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 344 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18851 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6368 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100040 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 662 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42986 members Mstep: Class 23 contains 7890 members Entering Unmasked Estep Score: -70955600.000000 Penalty: 174093.421875 Splitting cluster 7 changes total score from -70958696.000000 to -70955600.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Entering Unmasked Estep Score: -775518.187500 Penalty: 5153.878418 Iteration 0F: 2 clusters Score -775518.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -768739.562500 Penalty: 10307.756836 Iteration 0F: 3 clusters Score -768739.6 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -769849.312500 Penalty: 10307.756836 Iteration 1F: 3 clusters Score -769849.3 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -770173.562500 Penalty: 10307.756836 Iteration 2F: 3 clusters Score -770173.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -770366.625000 Penalty: 10307.756836 Iteration 3Q: 3 clusters Score -770366.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -770505.187500 Penalty: 10307.756836 Iteration 4Q: 3 clusters Score -770505.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -770611.375000 Penalty: 10307.756836 Iteration 5Q: 3 clusters Score -770611.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -770702.562500 Penalty: 10307.756836 Iteration 6Q: 3 clusters Score -770702.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -770769.125000 Penalty: 10307.756836 Iteration 7Q: 3 clusters Score -770769.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -770820.500000 Penalty: 10307.756836 Iteration 8Q: 3 clusters Score -770820.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -770875.750000 Penalty: 10307.756836 Iteration 9Q: 3 clusters Score -770875.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -770948.625000 Penalty: 10307.756836 Iteration 10Q: 3 clusters Score -770948.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -771029.125000 Penalty: 10307.756836 Iteration 11Q: 3 clusters Score -771029.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -771101.750000 Penalty: 10307.756836 Iteration 12Q: 3 clusters Score -771101.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -771177.875000 Penalty: 10307.756836 Iteration 13Q: 3 clusters Score -771177.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -771274.937500 Penalty: 10307.756836 Iteration 14Q: 3 clusters Score -771274.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -771376.875000 Penalty: 10307.756836 Iteration 15Q: 3 clusters Score -771376.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -771462.625000 Penalty: 10307.756836 Iteration 16Q: 3 clusters Score -771462.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -771542.687500 Penalty: 10307.756836 Iteration 17Q: 3 clusters Score -771542.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -771625.875000 Penalty: 10307.756836 Iteration 18Q: 3 clusters Score -771625.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -771720.750000 Penalty: 10307.756836 Iteration 19Q: 3 clusters Score -771720.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -771793.562500 Penalty: 10307.756836 Iteration 20F: 3 clusters Score -771793.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -771860.812500 Penalty: 10307.756836 Iteration 21Q: 3 clusters Score -771860.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -771913.562500 Penalty: 10307.756836 Iteration 22Q: 3 clusters Score -771913.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -771947.875000 Penalty: 10307.756836 Iteration 23Q: 3 clusters Score -771947.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -771970.125000 Penalty: 10307.756836 Iteration 24Q: 3 clusters Score -771970.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -772002.062500 Penalty: 10307.756836 Iteration 25Q: 3 clusters Score -772002.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -772026.562500 Penalty: 10307.756836 Iteration 26Q: 3 clusters Score -772026.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -772048.937500 Penalty: 10307.756836 Iteration 27Q: 3 clusters Score -772048.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -772075.687500 Penalty: 10307.756836 Iteration 28Q: 3 clusters Score -772075.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -772095.562500 Penalty: 10307.756836 Iteration 29Q: 3 clusters Score -772095.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -772115.812500 Penalty: 10307.756836 Iteration 30Q: 3 clusters Score -772115.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -772135.000000 Penalty: 10307.756836 Iteration 31Q: 3 clusters Score -772135 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -772160.312500 Penalty: 10307.756836 Iteration 32Q: 3 clusters Score -772160.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -772173.937500 Penalty: 10307.756836 Iteration 33Q: 3 clusters Score -772173.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -772183.437500 Penalty: 10307.756836 Iteration 34Q: 3 clusters Score -772183.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -772191.812500 Penalty: 10307.756836 Iteration 35Q: 3 clusters Score -772191.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -772202.187500 Penalty: 10307.756836 Iteration 36Q: 3 clusters Score -772202.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -772210.062500 Penalty: 10307.756836 Iteration 37Q: 3 clusters Score -772210.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -772219.187500 Penalty: 10307.756836 Iteration 38Q: 3 clusters Score -772219.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -772225.812500 Penalty: 10307.756836 Iteration 39Q: 3 clusters Score -772225.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -772233.187500 Penalty: 10307.756836 Iteration 40F: 3 clusters Score -772233.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -772243.000000 Penalty: 10307.756836 Iteration 41Q: 3 clusters Score -772243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -772251.000000 Penalty: 10307.756836 Iteration 42Q: 3 clusters Score -772251 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -772259.062500 Penalty: 10307.756836 Iteration 43Q: 3 clusters Score -772259.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -772264.812500 Penalty: 10307.756836 Iteration 44Q: 3 clusters Score -772264.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -772269.937500 Penalty: 10307.756836 Iteration 45Q: 3 clusters Score -772269.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -772274.500000 Penalty: 10307.756836 Iteration 46Q: 3 clusters Score -772274.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -772276.187500 Penalty: 10307.756836 Iteration 47Q: 3 clusters Score -772276.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -772279.062500 Penalty: 10307.756836 Iteration 48Q: 3 clusters Score -772279.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -772279.375000 Penalty: 10307.756836 Iteration 49Q: 3 clusters Score -772279.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -772279.812500 Penalty: 10307.756836 Iteration 50Q: 3 clusters Score -772279.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -772283.562500 Penalty: 10307.756836 Iteration 51Q: 3 clusters Score -772283.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -772286.750000 Penalty: 10307.756836 Iteration 52Q: 3 clusters Score -772286.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -772290.500000 Penalty: 10307.756836 Iteration 53Q: 3 clusters Score -772290.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -772292.375000 Penalty: 10307.756836 Iteration 54Q: 3 clusters Score -772292.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -772304.437500 Penalty: 10307.756836 Iteration 55Q: 3 clusters Score -772304.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -772313.375000 Penalty: 10307.756836 Iteration 56Q: 3 clusters Score -772313.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -772326.500000 Penalty: 10307.756836 Iteration 57Q: 3 clusters Score -772326.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -772343.937500 Penalty: 10307.756836 Iteration 58Q: 3 clusters Score -772343.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -772361.125000 Penalty: 10307.756836 Iteration 59Q: 3 clusters Score -772361.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -772390.187500 Penalty: 10307.756836 Iteration 60F: 3 clusters Score -772390.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -772414.812500 Penalty: 10307.756836 Iteration 61Q: 3 clusters Score -772414.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -772446.187500 Penalty: 10307.756836 Iteration 62Q: 3 clusters Score -772446.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -772490.937500 Penalty: 10307.756836 Iteration 63Q: 3 clusters Score -772490.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -772534.625000 Penalty: 10307.756836 Iteration 64Q: 3 clusters Score -772534.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -772576.500000 Penalty: 10307.756836 Iteration 65Q: 3 clusters Score -772576.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -772614.187500 Penalty: 10307.756836 Iteration 66Q: 3 clusters Score -772614.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -772654.125000 Penalty: 10307.756836 Iteration 67Q: 3 clusters Score -772654.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -772686.125000 Penalty: 10307.756836 Iteration 68Q: 3 clusters Score -772686.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -772705.562500 Penalty: 10307.756836 Iteration 69Q: 3 clusters Score -772705.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -772718.312500 Penalty: 10307.756836 Iteration 70Q: 3 clusters Score -772718.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -772727.000000 Penalty: 10307.756836 Iteration 71Q: 3 clusters Score -772727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -772729.375000 Penalty: 10307.756836 Iteration 72Q: 3 clusters Score -772729.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -772732.687500 Penalty: 10307.756836 Iteration 73Q: 3 clusters Score -772732.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -772738.375000 Penalty: 10307.756836 Iteration 74Q: 3 clusters Score -772738.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -772743.625000 Penalty: 10307.756836 Iteration 75Q: 3 clusters Score -772743.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -772747.625000 Penalty: 10307.756836 Iteration 76Q: 3 clusters Score -772747.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -772751.187500 Penalty: 10307.756836 Iteration 77Q: 3 clusters Score -772751.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -772753.875000 Penalty: 10307.756836 Iteration 78Q: 3 clusters Score -772753.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -772754.937500 Penalty: 10307.756836 Iteration 79Q: 3 clusters Score -772754.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -772759.000000 Penalty: 10307.756836 Iteration 80F: 3 clusters Score -772759 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -772765.375000 Penalty: 10307.756836 Iteration 81Q: 3 clusters Score -772765.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -772772.437500 Penalty: 10307.756836 Iteration 82Q: 3 clusters Score -772772.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -772773.687500 Penalty: 10307.756836 Iteration 83Q: 3 clusters Score -772773.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -772779.250000 Penalty: 10307.756836 Iteration 84Q: 3 clusters Score -772779.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -772783.937500 Penalty: 10307.756836 Iteration 85Q: 3 clusters Score -772783.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -772785.750000 Penalty: 10307.756836 Iteration 86Q: 3 clusters Score -772785.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -772787.750000 Penalty: 10307.756836 Iteration 87Q: 3 clusters Score -772787.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -772787.750000 Penalty: 10307.756836 Iteration 88F: 3 clusters Score -772787.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Entering Unmasked Estep Score: -336721.000000 Penalty: 4636.580566 Iteration 0F: 2 clusters Score -336721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -332007.625000 Penalty: 9273.161133 Iteration 0F: 3 clusters Score -332007.6 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -333604.781250 Penalty: 9273.161133 Iteration 1F: 3 clusters Score -333604.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -334020.437500 Penalty: 9273.161133 Iteration 2F: 3 clusters Score -334020.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -334249.375000 Penalty: 9273.161133 Iteration 3F: 3 clusters Score -334249.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -334423.343750 Penalty: 9273.161133 Iteration 4Q: 3 clusters Score -334423.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -334538.218750 Penalty: 9273.161133 Iteration 5Q: 3 clusters Score -334538.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -334632.125000 Penalty: 9273.161133 Iteration 6Q: 3 clusters Score -334632.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -334733.281250 Penalty: 9273.161133 Iteration 7Q: 3 clusters Score -334733.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -334800.593750 Penalty: 9273.161133 Iteration 8Q: 3 clusters Score -334800.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -334837.750000 Penalty: 9273.161133 Iteration 9Q: 3 clusters Score -334837.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -334864.125000 Penalty: 9273.161133 Iteration 10Q: 3 clusters Score -334864.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -334888.031250 Penalty: 9273.161133 Iteration 11Q: 3 clusters Score -334888 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -334899.468750 Penalty: 9273.161133 Iteration 12Q: 3 clusters Score -334899.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -334913.531250 Penalty: 9273.161133 Iteration 13Q: 3 clusters Score -334913.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -334923.656250 Penalty: 9273.161133 Iteration 14Q: 3 clusters Score -334923.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -334938.281250 Penalty: 9273.161133 Iteration 15Q: 3 clusters Score -334938.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -334944.781250 Penalty: 9273.161133 Iteration 16Q: 3 clusters Score -334944.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -334953.437500 Penalty: 9273.161133 Iteration 17Q: 3 clusters Score -334953.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -334957.968750 Penalty: 9273.161133 Iteration 18Q: 3 clusters Score -334958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -334964.718750 Penalty: 9273.161133 Iteration 19Q: 3 clusters Score -334964.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -334969.593750 Penalty: 9273.161133 Iteration 20F: 3 clusters Score -334969.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18851 members Entering Unmasked Estep Score: -3352956.250000 Penalty: 6029.646973 Iteration 0F: 2 clusters Score -3352956 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -3337103.750000 Penalty: 12059.293945 Iteration 0F: 3 clusters Score -3337104 nChanged 7616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -3341108.250000 Penalty: 12059.293945 Iteration 1F: 3 clusters Score -3341108 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -3341666.500000 Penalty: 12059.293945 Iteration 2F: 3 clusters Score -3341666 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -3342011.250000 Penalty: 12059.293945 Iteration 3Q: 3 clusters Score -3342011 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -3342219.500000 Penalty: 12059.293945 Iteration 4Q: 3 clusters Score -3342220 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -3342377.750000 Penalty: 12059.293945 Iteration 5Q: 3 clusters Score -3342378 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -3342519.250000 Penalty: 12059.293945 Iteration 6Q: 3 clusters Score -3342519 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -3342614.500000 Penalty: 12059.293945 Iteration 7Q: 3 clusters Score -3342614 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -3342725.500000 Penalty: 12059.293945 Iteration 8Q: 3 clusters Score -3342726 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -3342813.000000 Penalty: 12059.293945 Iteration 9Q: 3 clusters Score -3342813 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -3342883.500000 Penalty: 12059.293945 Iteration 10Q: 3 clusters Score -3342884 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -3342935.000000 Penalty: 12059.293945 Iteration 11Q: 3 clusters Score -3342935 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 8943 members Entering Unmasked Estep Score: -3342976.500000 Penalty: 12059.293945 Iteration 12Q: 3 clusters Score -3342976 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -3343024.000000 Penalty: 12059.293945 Iteration 13Q: 3 clusters Score -3343024 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -3343074.750000 Penalty: 12059.293945 Iteration 14Q: 3 clusters Score -3343075 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -3343119.250000 Penalty: 12059.293945 Iteration 15Q: 3 clusters Score -3343119 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -3343194.000000 Penalty: 12059.293945 Iteration 16Q: 3 clusters Score -3343194 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -3343267.500000 Penalty: 12059.293945 Iteration 17Q: 3 clusters Score -3343268 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -3343325.500000 Penalty: 12059.293945 Iteration 18Q: 3 clusters Score -3343326 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -3343408.500000 Penalty: 12059.293945 Iteration 19Q: 3 clusters Score -3343408 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -3343533.500000 Penalty: 12059.293945 Iteration 20F: 3 clusters Score -3343534 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -3343644.750000 Penalty: 12059.293945 Iteration 21Q: 3 clusters Score -3343645 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -3343784.000000 Penalty: 12059.293945 Iteration 22Q: 3 clusters Score -3343784 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -3343955.500000 Penalty: 12059.293945 Iteration 23Q: 3 clusters Score -3343956 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -3344154.250000 Penalty: 12059.293945 Iteration 24Q: 3 clusters Score -3344154 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -3344364.000000 Penalty: 12059.293945 Iteration 25Q: 3 clusters Score -3344364 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -3344599.500000 Penalty: 12059.293945 Iteration 26Q: 3 clusters Score -3344600 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -3344900.250000 Penalty: 12059.293945 Iteration 27Q: 3 clusters Score -3344900 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -3345224.000000 Penalty: 12059.293945 Iteration 28Q: 3 clusters Score -3345224 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -3345535.750000 Penalty: 12059.293945 Iteration 29Q: 3 clusters Score -3345536 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -3345860.750000 Penalty: 12059.293945 Iteration 30Q: 3 clusters Score -3345861 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -3346183.750000 Penalty: 12059.293945 Iteration 31Q: 3 clusters Score -3346184 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -3346476.750000 Penalty: 12059.293945 Iteration 32Q: 3 clusters Score -3346477 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -3346720.500000 Penalty: 12059.293945 Iteration 33Q: 3 clusters Score -3346720 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -3346924.750000 Penalty: 12059.293945 Iteration 34Q: 3 clusters Score -3346925 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -3347095.500000 Penalty: 12059.293945 Iteration 35Q: 3 clusters Score -3347096 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14230 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -3347243.250000 Penalty: 12059.293945 Iteration 36Q: 3 clusters Score -3347243 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14392 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -3347339.750000 Penalty: 12059.293945 Iteration 37Q: 3 clusters Score -3347340 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -3347438.500000 Penalty: 12059.293945 Iteration 38Q: 3 clusters Score -3347438 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14676 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -3347503.250000 Penalty: 12059.293945 Iteration 39Q: 3 clusters Score -3347503 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -3347558.750000 Penalty: 12059.293945 Iteration 40F: 3 clusters Score -3347559 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -3347594.750000 Penalty: 12059.293945 Iteration 41Q: 3 clusters Score -3347595 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -3347633.250000 Penalty: 12059.293945 Iteration 42Q: 3 clusters Score -3347633 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -3347660.500000 Penalty: 12059.293945 Iteration 43Q: 3 clusters Score -3347660 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15149 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -3347707.500000 Penalty: 12059.293945 Iteration 44Q: 3 clusters Score -3347708 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -3347727.500000 Penalty: 12059.293945 Iteration 45Q: 3 clusters Score -3347728 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -3347744.750000 Penalty: 12059.293945 Iteration 46Q: 3 clusters Score -3347745 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -3347765.250000 Penalty: 12059.293945 Iteration 47Q: 3 clusters Score -3347765 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15355 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -3347785.000000 Penalty: 12059.293945 Iteration 48Q: 3 clusters Score -3347785 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15403 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -3347812.000000 Penalty: 12059.293945 Iteration 49Q: 3 clusters Score -3347812 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15440 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -3347821.750000 Penalty: 12059.293945 Iteration 50Q: 3 clusters Score -3347822 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15470 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -3347835.250000 Penalty: 12059.293945 Iteration 51Q: 3 clusters Score -3347835 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -3347853.750000 Penalty: 12059.293945 Iteration 52Q: 3 clusters Score -3347854 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15545 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -3347860.250000 Penalty: 12059.293945 Iteration 53Q: 3 clusters Score -3347860 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -3347882.250000 Penalty: 12059.293945 Iteration 54Q: 3 clusters Score -3347882 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -3347893.750000 Penalty: 12059.293945 Iteration 55Q: 3 clusters Score -3347894 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -3347902.000000 Penalty: 12059.293945 Iteration 56Q: 3 clusters Score -3347902 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15696 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -3347916.000000 Penalty: 12059.293945 Iteration 57Q: 3 clusters Score -3347916 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -3347931.500000 Penalty: 12059.293945 Iteration 58Q: 3 clusters Score -3347932 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15771 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -3347945.250000 Penalty: 12059.293945 Iteration 59Q: 3 clusters Score -3347945 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15799 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -3347961.250000 Penalty: 12059.293945 Iteration 60F: 3 clusters Score -3347961 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -3347978.750000 Penalty: 12059.293945 Iteration 61Q: 3 clusters Score -3347979 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15864 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -3347993.500000 Penalty: 12059.293945 Iteration 62Q: 3 clusters Score -3347994 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -3348010.000000 Penalty: 12059.293945 Iteration 63Q: 3 clusters Score -3348010 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15940 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -3348025.000000 Penalty: 12059.293945 Iteration 64Q: 3 clusters Score -3348025 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15972 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -3348033.250000 Penalty: 12059.293945 Iteration 65Q: 3 clusters Score -3348033 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -3348042.250000 Penalty: 12059.293945 Iteration 66Q: 3 clusters Score -3348042 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16021 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -3348055.500000 Penalty: 12059.293945 Iteration 67Q: 3 clusters Score -3348056 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -3348068.750000 Penalty: 12059.293945 Iteration 68Q: 3 clusters Score -3348069 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -3348078.000000 Penalty: 12059.293945 Iteration 69Q: 3 clusters Score -3348078 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16109 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -3348103.000000 Penalty: 12059.293945 Iteration 70Q: 3 clusters Score -3348103 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -3348114.500000 Penalty: 12059.293945 Iteration 71Q: 3 clusters Score -3348114 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -3348122.750000 Penalty: 12059.293945 Iteration 72Q: 3 clusters Score -3348123 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -3348133.750000 Penalty: 12059.293945 Iteration 73Q: 3 clusters Score -3348134 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16214 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -3348141.000000 Penalty: 12059.293945 Iteration 74Q: 3 clusters Score -3348141 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16245 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -3348168.000000 Penalty: 12059.293945 Iteration 75Q: 3 clusters Score -3348168 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16278 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -3348174.750000 Penalty: 12059.293945 Iteration 76Q: 3 clusters Score -3348175 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -3348186.750000 Penalty: 12059.293945 Iteration 77Q: 3 clusters Score -3348187 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16332 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -3348196.500000 Penalty: 12059.293945 Iteration 78Q: 3 clusters Score -3348196 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -3348204.500000 Penalty: 12059.293945 Iteration 79Q: 3 clusters Score -3348204 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -3348206.250000 Penalty: 12059.293945 Iteration 80F: 3 clusters Score -3348206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -3348212.500000 Penalty: 12059.293945 Iteration 81Q: 3 clusters Score -3348212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -3348217.250000 Penalty: 12059.293945 Iteration 82Q: 3 clusters Score -3348217 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -3348224.000000 Penalty: 12059.293945 Iteration 83Q: 3 clusters Score -3348224 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16394 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -3348228.000000 Penalty: 12059.293945 Iteration 84Q: 3 clusters Score -3348228 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16408 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -3348237.250000 Penalty: 12059.293945 Iteration 85Q: 3 clusters Score -3348237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16418 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -3348235.750000 Penalty: 12059.293945 Iteration 86Q: 3 clusters Score -3348236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -3348244.750000 Penalty: 12059.293945 Iteration 87Q: 3 clusters Score -3348245 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16437 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -3348245.750000 Penalty: 12059.293945 Iteration 88Q: 3 clusters Score -3348246 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16442 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -3348252.500000 Penalty: 12059.293945 Iteration 89Q: 3 clusters Score -3348252 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16452 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -3348253.750000 Penalty: 12059.293945 Iteration 90Q: 3 clusters Score -3348254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16464 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -3348252.750000 Penalty: 12059.293945 Iteration 91Q: 3 clusters Score -3348253 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -3348253.750000 Penalty: 12059.293945 Iteration 92Q: 3 clusters Score -3348254 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -3348267.750000 Penalty: 12059.293945 Iteration 93Q: 3 clusters Score -3348268 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -3348274.750000 Penalty: 12059.293945 Iteration 94Q: 3 clusters Score -3348275 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -3348284.000000 Penalty: 12059.293945 Iteration 95Q: 3 clusters Score -3348284 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -3348284.250000 Penalty: 12059.293945 Iteration 96Q: 3 clusters Score -3348284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16535 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -3348287.000000 Penalty: 12059.293945 Iteration 97Q: 3 clusters Score -3348287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -3348285.250000 Penalty: 12059.293945 Iteration 98Q: 3 clusters Score -3348285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16542 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -3348285.500000 Penalty: 12059.293945 Iteration 99Q: 3 clusters Score -3348286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -3348285.500000 Penalty: 12059.293945 Iteration 100F: 3 clusters Score -3348286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -3348287.250000 Penalty: 12059.293945 Iteration 101Q: 3 clusters Score -3348287 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -3348291.250000 Penalty: 12059.293945 Iteration 102Q: 3 clusters Score -3348291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -3348297.250000 Penalty: 12059.293945 Iteration 103Q: 3 clusters Score -3348297 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -3348303.250000 Penalty: 12059.293945 Iteration 104Q: 3 clusters Score -3348303 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16572 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -3348306.500000 Penalty: 12059.293945 Iteration 105Q: 3 clusters Score -3348306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16582 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -3348304.250000 Penalty: 12059.293945 Iteration 106Q: 3 clusters Score -3348304 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -3348313.500000 Penalty: 12059.293945 Iteration 107Q: 3 clusters Score -3348314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -3348305.250000 Penalty: 12059.293945 Iteration 108Q: 3 clusters Score -3348305 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -3348311.250000 Penalty: 12059.293945 Iteration 109Q: 3 clusters Score -3348311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -3348317.500000 Penalty: 12059.293945 Iteration 110Q: 3 clusters Score -3348318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16596 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -3348318.500000 Penalty: 12059.293945 Iteration 111Q: 3 clusters Score -3348318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16597 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -3348314.750000 Penalty: 12059.293945 Iteration 112Q: 3 clusters Score -3348315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16598 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -3348324.250000 Penalty: 12059.293945 Iteration 113Q: 3 clusters Score -3348324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16600 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -3348320.500000 Penalty: 12059.293945 Iteration 114Q: 3 clusters Score -3348320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16602 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -3348322.750000 Penalty: 12059.293945 Iteration 115Q: 3 clusters Score -3348323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16604 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -3348314.500000 Penalty: 12059.293945 Iteration 116Q: 3 clusters Score -3348314 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16604 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -3348314.500000 Penalty: 12059.293945 Iteration 117F: 3 clusters Score -3348314 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Entering Unmasked Estep Score: -73568.242188 Penalty: 3836.331299 Iteration 0F: 2 clusters Score -73568.24 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 256 members Entering Unmasked Estep Score: -70314.742188 Penalty: 7672.662598 Iteration 0F: 3 clusters Score -70314.74 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -70778.023438 Penalty: 7672.662598 Iteration 1F: 3 clusters Score -70778.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -70992.757812 Penalty: 7672.662598 Iteration 2F: 3 clusters Score -70992.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -71213.679688 Penalty: 7672.662598 Iteration 3Q: 3 clusters Score -71213.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -71360.203125 Penalty: 7672.662598 Iteration 4Q: 3 clusters Score -71360.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -71487.062500 Penalty: 7672.662598 Iteration 5Q: 3 clusters Score -71487.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -71593.421875 Penalty: 7672.662598 Iteration 6Q: 3 clusters Score -71593.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -71727.750000 Penalty: 7672.662598 Iteration 7Q: 3 clusters Score -71727.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -71759.484375 Penalty: 7672.662598 Iteration 8Q: 3 clusters Score -71759.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -71773.406250 Penalty: 7672.662598 Iteration 9Q: 3 clusters Score -71773.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -71780.570312 Penalty: 7672.662598 Iteration 10Q: 3 clusters Score -71780.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -71790.312500 Penalty: 7672.662598 Iteration 11Q: 3 clusters Score -71790.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -71834.000000 Penalty: 7672.662598 Iteration 12Q: 3 clusters Score -71834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -71842.742188 Penalty: 7672.662598 Iteration 13Q: 3 clusters Score -71842.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -71842.742188 Penalty: 7672.662598 Iteration 14F: 3 clusters Score -71842.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Entering Unmasked Estep Score: -1068401.250000 Penalty: 5364.912598 Iteration 0F: 2 clusters Score -1068401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1060377.000000 Penalty: 10729.825195 Iteration 0F: 3 clusters Score -1060377 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1061767.250000 Penalty: 10729.825195 Iteration 1F: 3 clusters Score -1061767 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1062159.750000 Penalty: 10729.825195 Iteration 2F: 3 clusters Score -1062160 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1062451.750000 Penalty: 10729.825195 Iteration 3F: 3 clusters Score -1062452 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1062716.875000 Penalty: 10729.825195 Iteration 4Q: 3 clusters Score -1062717 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1063084.500000 Penalty: 10729.825195 Iteration 5Q: 3 clusters Score -1063084 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1063475.625000 Penalty: 10729.825195 Iteration 6Q: 3 clusters Score -1063476 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -1063793.500000 Penalty: 10729.825195 Iteration 7Q: 3 clusters Score -1063794 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1064004.000000 Penalty: 10729.825195 Iteration 8Q: 3 clusters Score -1064004 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1064177.250000 Penalty: 10729.825195 Iteration 9Q: 3 clusters Score -1064177 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1064321.375000 Penalty: 10729.825195 Iteration 10Q: 3 clusters Score -1064321 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1064469.750000 Penalty: 10729.825195 Iteration 11Q: 3 clusters Score -1064470 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1064627.500000 Penalty: 10729.825195 Iteration 12Q: 3 clusters Score -1064628 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1064792.125000 Penalty: 10729.825195 Iteration 13Q: 3 clusters Score -1064792 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1064961.750000 Penalty: 10729.825195 Iteration 14Q: 3 clusters Score -1064962 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1065151.875000 Penalty: 10729.825195 Iteration 15Q: 3 clusters Score -1065152 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1065299.750000 Penalty: 10729.825195 Iteration 16Q: 3 clusters Score -1065300 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1065434.000000 Penalty: 10729.825195 Iteration 17Q: 3 clusters Score -1065434 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1065564.750000 Penalty: 10729.825195 Iteration 18Q: 3 clusters Score -1065565 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1065659.500000 Penalty: 10729.825195 Iteration 19Q: 3 clusters Score -1065660 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1065722.625000 Penalty: 10729.825195 Iteration 20F: 3 clusters Score -1065723 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1065760.250000 Penalty: 10729.825195 Iteration 21Q: 3 clusters Score -1065760 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1065779.375000 Penalty: 10729.825195 Iteration 22Q: 3 clusters Score -1065779 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1065796.625000 Penalty: 10729.825195 Iteration 23Q: 3 clusters Score -1065797 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1065808.000000 Penalty: 10729.825195 Iteration 24Q: 3 clusters Score -1065808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1065813.125000 Penalty: 10729.825195 Iteration 25Q: 3 clusters Score -1065813 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1065814.625000 Penalty: 10729.825195 Iteration 26Q: 3 clusters Score -1065815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1065815.750000 Penalty: 10729.825195 Iteration 27Q: 3 clusters Score -1065816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1065816.125000 Penalty: 10729.825195 Iteration 28Q: 3 clusters Score -1065816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1065816.125000 Penalty: 10729.825195 Iteration 29F: 3 clusters Score -1065816 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Entering Unmasked Estep Score: -79098.164062 Penalty: 3825.740234 Iteration 0F: 2 clusters Score -79098.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -75748.773438 Penalty: 7651.480469 Iteration 0F: 3 clusters Score -75748.77 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75936.156250 Penalty: 7651.480469 Iteration 1F: 3 clusters Score -75936.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75999.101562 Penalty: 7651.480469 Iteration 2Q: 3 clusters Score -75999.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76026.507812 Penalty: 7651.480469 Iteration 3Q: 3 clusters Score -76026.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -76058.343750 Penalty: 7651.480469 Iteration 4Q: 3 clusters Score -76058.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -76086.937500 Penalty: 7651.480469 Iteration 5Q: 3 clusters Score -76086.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -76105.203125 Penalty: 7651.480469 Iteration 6Q: 3 clusters Score -76105.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76108.398438 Penalty: 7651.480469 Iteration 7Q: 3 clusters Score -76108.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76114.328125 Penalty: 7651.480469 Iteration 8Q: 3 clusters Score -76114.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76114.328125 Penalty: 7651.480469 Iteration 9F: 3 clusters Score -76114.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -54251.621094 Penalty: 3573.821533 Iteration 0F: 2 clusters Score -54251.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -51237.140625 Penalty: 7147.643066 Iteration 0F: 3 clusters Score -51237.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -51311.519531 Penalty: 7147.643066 Iteration 1Q: 3 clusters Score -51311.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -51311.519531 Penalty: 7147.643066 Iteration 2F: 3 clusters Score -51311.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Entering Unmasked Estep Score: -1555900.125000 Penalty: 5565.674805 Iteration 0F: 2 clusters Score -1555900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1546399.750000 Penalty: 11131.349609 Iteration 0F: 3 clusters Score -1546400 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1548133.750000 Penalty: 11131.349609 Iteration 1F: 3 clusters Score -1548134 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1548508.625000 Penalty: 11131.349609 Iteration 2F: 3 clusters Score -1548509 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1548717.375000 Penalty: 11131.349609 Iteration 3Q: 3 clusters Score -1548717 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1548862.500000 Penalty: 11131.349609 Iteration 4Q: 3 clusters Score -1548862 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1548968.750000 Penalty: 11131.349609 Iteration 5Q: 3 clusters Score -1548969 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1549035.250000 Penalty: 11131.349609 Iteration 6Q: 3 clusters Score -1549035 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1549095.750000 Penalty: 11131.349609 Iteration 7Q: 3 clusters Score -1549096 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1549149.625000 Penalty: 11131.349609 Iteration 8Q: 3 clusters Score -1549150 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1549197.000000 Penalty: 11131.349609 Iteration 9Q: 3 clusters Score -1549197 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1549237.500000 Penalty: 11131.349609 Iteration 10Q: 3 clusters Score -1549238 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1549264.875000 Penalty: 11131.349609 Iteration 11Q: 3 clusters Score -1549265 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1549298.500000 Penalty: 11131.349609 Iteration 12Q: 3 clusters Score -1549298 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1549325.625000 Penalty: 11131.349609 Iteration 13Q: 3 clusters Score -1549326 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1549353.000000 Penalty: 11131.349609 Iteration 14Q: 3 clusters Score -1549353 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -1549372.625000 Penalty: 11131.349609 Iteration 15Q: 3 clusters Score -1549373 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1549391.250000 Penalty: 11131.349609 Iteration 16Q: 3 clusters Score -1549391 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1549413.750000 Penalty: 11131.349609 Iteration 17Q: 3 clusters Score -1549414 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1549425.375000 Penalty: 11131.349609 Iteration 18Q: 3 clusters Score -1549425 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1549442.500000 Penalty: 11131.349609 Iteration 19Q: 3 clusters Score -1549442 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1549455.000000 Penalty: 11131.349609 Iteration 20F: 3 clusters Score -1549455 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1549482.750000 Penalty: 11131.349609 Iteration 21Q: 3 clusters Score -1549483 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1549504.875000 Penalty: 11131.349609 Iteration 22Q: 3 clusters Score -1549505 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1549528.000000 Penalty: 11131.349609 Iteration 23Q: 3 clusters Score -1549528 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1549544.000000 Penalty: 11131.349609 Iteration 24Q: 3 clusters Score -1549544 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1549557.250000 Penalty: 11131.349609 Iteration 25Q: 3 clusters Score -1549557 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1549567.750000 Penalty: 11131.349609 Iteration 26Q: 3 clusters Score -1549568 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1549580.250000 Penalty: 11131.349609 Iteration 27Q: 3 clusters Score -1549580 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1549588.875000 Penalty: 11131.349609 Iteration 28Q: 3 clusters Score -1549589 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1549597.500000 Penalty: 11131.349609 Iteration 29Q: 3 clusters Score -1549598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1549608.125000 Penalty: 11131.349609 Iteration 30Q: 3 clusters Score -1549608 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1549613.750000 Penalty: 11131.349609 Iteration 31Q: 3 clusters Score -1549614 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1549615.750000 Penalty: 11131.349609 Iteration 32Q: 3 clusters Score -1549616 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1549621.625000 Penalty: 11131.349609 Iteration 33Q: 3 clusters Score -1549622 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1549626.625000 Penalty: 11131.349609 Iteration 34Q: 3 clusters Score -1549627 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1549632.500000 Penalty: 11131.349609 Iteration 35Q: 3 clusters Score -1549632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1549633.625000 Penalty: 11131.349609 Iteration 36Q: 3 clusters Score -1549634 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1549637.000000 Penalty: 11131.349609 Iteration 37Q: 3 clusters Score -1549637 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -1549640.500000 Penalty: 11131.349609 Iteration 38Q: 3 clusters Score -1549640 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1549648.250000 Penalty: 11131.349609 Iteration 39Q: 3 clusters Score -1549648 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1549652.375000 Penalty: 11131.349609 Iteration 40F: 3 clusters Score -1549652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1549653.625000 Penalty: 11131.349609 Iteration 41Q: 3 clusters Score -1549654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1549653.375000 Penalty: 11131.349609 Iteration 42Q: 3 clusters Score -1549653 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1549655.625000 Penalty: 11131.349609 Iteration 43Q: 3 clusters Score -1549656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1549655.875000 Penalty: 11131.349609 Iteration 44Q: 3 clusters Score -1549656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1549658.750000 Penalty: 11131.349609 Iteration 45Q: 3 clusters Score -1549659 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1549658.375000 Penalty: 11131.349609 Iteration 46Q: 3 clusters Score -1549658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -1549660.125000 Penalty: 11131.349609 Iteration 47Q: 3 clusters Score -1549660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1549660.000000 Penalty: 11131.349609 Iteration 48Q: 3 clusters Score -1549660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1549663.750000 Penalty: 11131.349609 Iteration 49Q: 3 clusters Score -1549664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -1549665.875000 Penalty: 11131.349609 Iteration 50Q: 3 clusters Score -1549666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1549667.625000 Penalty: 11131.349609 Iteration 51Q: 3 clusters Score -1549668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1549671.000000 Penalty: 11131.349609 Iteration 52Q: 3 clusters Score -1549671 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1549676.875000 Penalty: 11131.349609 Iteration 53Q: 3 clusters Score -1549677 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1549676.625000 Penalty: 11131.349609 Iteration 54Q: 3 clusters Score -1549677 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -1549677.000000 Penalty: 11131.349609 Iteration 55Q: 3 clusters Score -1549677 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1549685.875000 Penalty: 11131.349609 Iteration 56Q: 3 clusters Score -1549686 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1549685.750000 Penalty: 11131.349609 Iteration 57Q: 3 clusters Score -1549686 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1549692.625000 Penalty: 11131.349609 Iteration 58Q: 3 clusters Score -1549693 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1549700.750000 Penalty: 11131.349609 Iteration 59Q: 3 clusters Score -1549701 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1549708.500000 Penalty: 11131.349609 Iteration 60F: 3 clusters Score -1549708 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1549715.250000 Penalty: 11131.349609 Iteration 61Q: 3 clusters Score -1549715 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1549721.625000 Penalty: 11131.349609 Iteration 62Q: 3 clusters Score -1549722 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1549731.000000 Penalty: 11131.349609 Iteration 63Q: 3 clusters Score -1549731 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -1549733.500000 Penalty: 11131.349609 Iteration 64Q: 3 clusters Score -1549734 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1549742.500000 Penalty: 11131.349609 Iteration 65Q: 3 clusters Score -1549742 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1549750.125000 Penalty: 11131.349609 Iteration 66Q: 3 clusters Score -1549750 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1549761.875000 Penalty: 11131.349609 Iteration 67Q: 3 clusters Score -1549762 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1549762.875000 Penalty: 11131.349609 Iteration 68Q: 3 clusters Score -1549763 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1549766.000000 Penalty: 11131.349609 Iteration 69Q: 3 clusters Score -1549766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1549768.750000 Penalty: 11131.349609 Iteration 70Q: 3 clusters Score -1549769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1549772.375000 Penalty: 11131.349609 Iteration 71Q: 3 clusters Score -1549772 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1549777.625000 Penalty: 11131.349609 Iteration 72Q: 3 clusters Score -1549778 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1549783.500000 Penalty: 11131.349609 Iteration 73Q: 3 clusters Score -1549784 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1549786.250000 Penalty: 11131.349609 Iteration 74Q: 3 clusters Score -1549786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -1549785.625000 Penalty: 11131.349609 Iteration 75Q: 3 clusters Score -1549786 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1549786.875000 Penalty: 11131.349609 Iteration 76Q: 3 clusters Score -1549787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -1549786.875000 Penalty: 11131.349609 Iteration 77Q: 3 clusters Score -1549787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1549787.625000 Penalty: 11131.349609 Iteration 78Q: 3 clusters Score -1549788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1549787.625000 Penalty: 11131.349609 Iteration 79F: 3 clusters Score -1549788 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (100040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100040 members Entering Unmasked Estep Score: -17826424.000000 Penalty: 7051.912109 Iteration 0F: 2 clusters Score -1.782642e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50114 members Mstep: Class 2 contains 49926 members Entering Unmasked Estep Score: -17758100.000000 Penalty: 14103.824219 Iteration 0F: 3 clusters Score -1.77581e+07 nChanged 45941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50177 members Mstep: Class 2 contains 49863 members Entering Unmasked Estep Score: -17783418.000000 Penalty: 14103.824219 Iteration 1F: 3 clusters Score -1.778342e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50036 members Mstep: Class 2 contains 50004 members Entering Unmasked Estep Score: -17784730.000000 Penalty: 14103.824219 Iteration 2Q: 3 clusters Score -1.778473e+07 nChanged 3979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49747 members Mstep: Class 2 contains 50293 members Entering Unmasked Estep Score: -17786022.000000 Penalty: 14103.824219 Iteration 3Q: 3 clusters Score -1.778602e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49338 members Mstep: Class 2 contains 50702 members Entering Unmasked Estep Score: -17787404.000000 Penalty: 14103.824219 Iteration 4Q: 3 clusters Score -1.77874e+07 nChanged 3997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48713 members Mstep: Class 2 contains 51327 members Entering Unmasked Estep Score: -17788776.000000 Penalty: 14103.824219 Iteration 5Q: 3 clusters Score -1.778878e+07 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47822 members Mstep: Class 2 contains 52218 members Entering Unmasked Estep Score: -17790270.000000 Penalty: 14103.824219 Iteration 6Q: 3 clusters Score -1.779027e+07 nChanged 4227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46639 members Mstep: Class 2 contains 53401 members Entering Unmasked Estep Score: -17791832.000000 Penalty: 14103.824219 Iteration 7Q: 3 clusters Score -1.779183e+07 nChanged 4293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44938 members Mstep: Class 2 contains 55102 members Entering Unmasked Estep Score: -17793440.000000 Penalty: 14103.824219 Iteration 8Q: 3 clusters Score -1.779344e+07 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42718 members Mstep: Class 2 contains 57322 members Entering Unmasked Estep Score: -17795114.000000 Penalty: 14103.824219 Iteration 9Q: 3 clusters Score -1.779511e+07 nChanged 4304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 60084 members Entering Unmasked Estep Score: -17796810.000000 Penalty: 14103.824219 Iteration 10Q: 3 clusters Score -1.779681e+07 nChanged 4322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36686 members Mstep: Class 2 contains 63354 members Entering Unmasked Estep Score: -17798760.000000 Penalty: 14103.824219 Iteration 11Q: 3 clusters Score -1.779876e+07 nChanged 4383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32941 members Mstep: Class 2 contains 67099 members Entering Unmasked Estep Score: -17800748.000000 Penalty: 14103.824219 Iteration 12Q: 3 clusters Score -1.780075e+07 nChanged 4409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28850 members Mstep: Class 2 contains 71190 members Entering Unmasked Estep Score: -17802882.000000 Penalty: 14103.824219 Iteration 13Q: 3 clusters Score -1.780288e+07 nChanged 4331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24641 members Mstep: Class 2 contains 75399 members Entering Unmasked Estep Score: -17805152.000000 Penalty: 14103.824219 Iteration 14Q: 3 clusters Score -1.780515e+07 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 79709 members Entering Unmasked Estep Score: -17807838.000000 Penalty: 14103.824219 Iteration 15Q: 3 clusters Score -1.780784e+07 nChanged 4182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16157 members Mstep: Class 2 contains 83883 members Entering Unmasked Estep Score: -17810528.000000 Penalty: 14103.824219 Iteration 16Q: 3 clusters Score -1.781053e+07 nChanged 3715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 87590 members Entering Unmasked Estep Score: -17813002.000000 Penalty: 14103.824219 Iteration 17Q: 3 clusters Score -1.7813e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 90677 members Entering Unmasked Estep Score: -17815034.000000 Penalty: 14103.824219 Iteration 18Q: 3 clusters Score -1.781503e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 93000 members Entering Unmasked Estep Score: -17816700.000000 Penalty: 14103.824219 Iteration 19Q: 3 clusters Score -1.78167e+07 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 94660 members Entering Unmasked Estep Score: -17817792.000000 Penalty: 14103.824219 Iteration 20F: 3 clusters Score -1.781779e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 95808 members Entering Unmasked Estep Score: -17818572.000000 Penalty: 14103.824219 Iteration 21Q: 3 clusters Score -1.781857e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 96594 members Entering Unmasked Estep Score: -17819156.000000 Penalty: 14103.824219 Iteration 22Q: 3 clusters Score -1.781916e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 97150 members Entering Unmasked Estep Score: -17819546.000000 Penalty: 14103.824219 Iteration 23Q: 3 clusters Score -1.781955e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 97494 members Entering Unmasked Estep Score: -17819722.000000 Penalty: 14103.824219 Iteration 24Q: 3 clusters Score -1.781972e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 97736 members Entering Unmasked Estep Score: -17819876.000000 Penalty: 14103.824219 Iteration 25Q: 3 clusters Score -1.781988e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 97906 members Entering Unmasked Estep Score: -17820026.000000 Penalty: 14103.824219 Iteration 26Q: 3 clusters Score -1.782003e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 98022 members Entering Unmasked Estep Score: -17820098.000000 Penalty: 14103.824219 Iteration 27Q: 3 clusters Score -1.78201e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 98111 members Entering Unmasked Estep Score: -17820168.000000 Penalty: 14103.824219 Iteration 28Q: 3 clusters Score -1.782017e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 98175 members Entering Unmasked Estep Score: -17820254.000000 Penalty: 14103.824219 Iteration 29Q: 3 clusters Score -1.782025e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 98229 members Entering Unmasked Estep Score: -17820256.000000 Penalty: 14103.824219 Iteration 30Q: 3 clusters Score -1.782026e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 98270 members Entering Unmasked Estep Score: -17820292.000000 Penalty: 14103.824219 Iteration 31Q: 3 clusters Score -1.782029e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 98303 members Entering Unmasked Estep Score: -17820296.000000 Penalty: 14103.824219 Iteration 32Q: 3 clusters Score -1.78203e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 98324 members Entering Unmasked Estep Score: -17820328.000000 Penalty: 14103.824219 Iteration 33Q: 3 clusters Score -1.782033e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 98337 members Entering Unmasked Estep Score: -17820336.000000 Penalty: 14103.824219 Iteration 34Q: 3 clusters Score -1.782034e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 98360 members Entering Unmasked Estep Score: -17820324.000000 Penalty: 14103.824219 Iteration 35Q: 3 clusters Score -1.782032e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 98372 members Entering Unmasked Estep Score: -17820346.000000 Penalty: 14103.824219 Iteration 36Q: 3 clusters Score -1.782035e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 98389 members Entering Unmasked Estep Score: -17820368.000000 Penalty: 14103.824219 Iteration 37Q: 3 clusters Score -1.782037e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 98398 members Entering Unmasked Estep Score: -17820366.000000 Penalty: 14103.824219 Iteration 38Q: 3 clusters Score -1.782037e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 98410 members Entering Unmasked Estep Score: -17820374.000000 Penalty: 14103.824219 Iteration 39Q: 3 clusters Score -1.782037e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 98423 members Entering Unmasked Estep Score: -17820386.000000 Penalty: 14103.824219 Iteration 40F: 3 clusters Score -1.782039e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 98436 members Entering Unmasked Estep Score: -17820400.000000 Penalty: 14103.824219 Iteration 41Q: 3 clusters Score -1.78204e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 98451 members Entering Unmasked Estep Score: -17820412.000000 Penalty: 14103.824219 Iteration 42Q: 3 clusters Score -1.782041e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 98462 members Entering Unmasked Estep Score: -17820428.000000 Penalty: 14103.824219 Iteration 43Q: 3 clusters Score -1.782043e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 98472 members Entering Unmasked Estep Score: -17820432.000000 Penalty: 14103.824219 Iteration 44Q: 3 clusters Score -1.782043e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 98479 members Entering Unmasked Estep Score: -17820410.000000 Penalty: 14103.824219 Iteration 45Q: 3 clusters Score -1.782041e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 98486 members Entering Unmasked Estep Score: -17820412.000000 Penalty: 14103.824219 Iteration 46Q: 3 clusters Score -1.782041e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 98496 members Entering Unmasked Estep Score: -17820428.000000 Penalty: 14103.824219 Iteration 47Q: 3 clusters Score -1.782043e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 98502 members Entering Unmasked Estep Score: -17820444.000000 Penalty: 14103.824219 Iteration 48Q: 3 clusters Score -1.782044e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 98506 members Entering Unmasked Estep Score: -17820432.000000 Penalty: 14103.824219 Iteration 49Q: 3 clusters Score -1.782043e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 98508 members Entering Unmasked Estep Score: -17820436.000000 Penalty: 14103.824219 Iteration 50Q: 3 clusters Score -1.782044e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 98514 members Entering Unmasked Estep Score: -17820442.000000 Penalty: 14103.824219 Iteration 51Q: 3 clusters Score -1.782044e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 98517 members Entering Unmasked Estep Score: -17820446.000000 Penalty: 14103.824219 Iteration 52Q: 3 clusters Score -1.782045e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 98521 members Entering Unmasked Estep Score: -17820448.000000 Penalty: 14103.824219 Iteration 53Q: 3 clusters Score -1.782045e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 98527 members Entering Unmasked Estep Score: -17820450.000000 Penalty: 14103.824219 Iteration 54Q: 3 clusters Score -1.782045e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 98529 members Entering Unmasked Estep Score: -17820432.000000 Penalty: 14103.824219 Iteration 55Q: 3 clusters Score -1.782043e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 98529 members Entering Unmasked Estep Score: -17820462.000000 Penalty: 14103.824219 Iteration 56Q: 3 clusters Score -1.782046e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 98531 members Entering Unmasked Estep Score: -17820450.000000 Penalty: 14103.824219 Iteration 57Q: 3 clusters Score -1.782045e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 98532 members Entering Unmasked Estep Score: -17820450.000000 Penalty: 14103.824219 Iteration 58Q: 3 clusters Score -1.782045e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 98534 members Entering Unmasked Estep Score: -17820458.000000 Penalty: 14103.824219 Iteration 59Q: 3 clusters Score -1.782046e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 98534 members Entering Unmasked Estep Score: -17820454.000000 Penalty: 14103.824219 Iteration 60F: 3 clusters Score -1.782045e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 98535 members Entering Unmasked Estep Score: -17820458.000000 Penalty: 14103.824219 Iteration 61Q: 3 clusters Score -1.782046e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 98537 members Entering Unmasked Estep Score: -17820468.000000 Penalty: 14103.824219 Iteration 62Q: 3 clusters Score -1.782047e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 98539 members Entering Unmasked Estep Score: -17820468.000000 Penalty: 14103.824219 Iteration 63Q: 3 clusters Score -1.782047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 98538 members Entering Unmasked Estep Score: -17820472.000000 Penalty: 14103.824219 Iteration 64Q: 3 clusters Score -1.782047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 98537 members Entering Unmasked Estep Score: -17820464.000000 Penalty: 14103.824219 Iteration 65Q: 3 clusters Score -1.782046e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 98536 members Entering Unmasked Estep Score: -17820472.000000 Penalty: 14103.824219 Iteration 66Q: 3 clusters Score -1.782047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 98537 members Entering Unmasked Estep Score: -17820466.000000 Penalty: 14103.824219 Iteration 67Q: 3 clusters Score -1.782047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 98538 members Entering Unmasked Estep Score: -17820480.000000 Penalty: 14103.824219 Iteration 68Q: 3 clusters Score -1.782048e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 98539 members Entering Unmasked Estep Score: -17820488.000000 Penalty: 14103.824219 Iteration 69Q: 3 clusters Score -1.782049e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 98540 members Entering Unmasked Estep Score: -17820480.000000 Penalty: 14103.824219 Iteration 70Q: 3 clusters Score -1.782048e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 98540 members Entering Unmasked Estep Score: -17820488.000000 Penalty: 14103.824219 Iteration 71Q: 3 clusters Score -1.782049e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 98542 members Entering Unmasked Estep Score: -17820480.000000 Penalty: 14103.824219 Iteration 72Q: 3 clusters Score -1.782048e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 98542 members Entering Unmasked Estep Score: -17820480.000000 Penalty: 14103.824219 Iteration 73F: 3 clusters Score -1.782048e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Entering Unmasked Estep Score: -1070374.625000 Penalty: 5334.850586 Iteration 0F: 2 clusters Score -1070375 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1062683.750000 Penalty: 10669.701172 Iteration 0F: 3 clusters Score -1062684 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1063973.000000 Penalty: 10669.701172 Iteration 1F: 3 clusters Score -1063973 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1064241.250000 Penalty: 10669.701172 Iteration 2F: 3 clusters Score -1064241 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1064391.500000 Penalty: 10669.701172 Iteration 3Q: 3 clusters Score -1064392 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1064495.750000 Penalty: 10669.701172 Iteration 4Q: 3 clusters Score -1064496 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1064575.125000 Penalty: 10669.701172 Iteration 5Q: 3 clusters Score -1064575 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1064639.625000 Penalty: 10669.701172 Iteration 6Q: 3 clusters Score -1064640 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1064686.250000 Penalty: 10669.701172 Iteration 7Q: 3 clusters Score -1064686 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1064735.625000 Penalty: 10669.701172 Iteration 8Q: 3 clusters Score -1064736 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1064782.000000 Penalty: 10669.701172 Iteration 9Q: 3 clusters Score -1064782 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1064824.250000 Penalty: 10669.701172 Iteration 10Q: 3 clusters Score -1064824 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1064870.875000 Penalty: 10669.701172 Iteration 11Q: 3 clusters Score -1064871 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1064913.375000 Penalty: 10669.701172 Iteration 12Q: 3 clusters Score -1064913 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1064959.000000 Penalty: 10669.701172 Iteration 13Q: 3 clusters Score -1064959 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1065015.000000 Penalty: 10669.701172 Iteration 14Q: 3 clusters Score -1065015 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1065065.000000 Penalty: 10669.701172 Iteration 15Q: 3 clusters Score -1065065 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1065119.750000 Penalty: 10669.701172 Iteration 16Q: 3 clusters Score -1065120 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1065181.000000 Penalty: 10669.701172 Iteration 17Q: 3 clusters Score -1065181 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1065244.375000 Penalty: 10669.701172 Iteration 18Q: 3 clusters Score -1065244 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1065330.000000 Penalty: 10669.701172 Iteration 19Q: 3 clusters Score -1065330 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1065427.000000 Penalty: 10669.701172 Iteration 20F: 3 clusters Score -1065427 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1065563.500000 Penalty: 10669.701172 Iteration 21Q: 3 clusters Score -1065564 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1065696.875000 Penalty: 10669.701172 Iteration 22Q: 3 clusters Score -1065697 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1065803.500000 Penalty: 10669.701172 Iteration 23Q: 3 clusters Score -1065804 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1065914.625000 Penalty: 10669.701172 Iteration 24Q: 3 clusters Score -1065915 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1065999.125000 Penalty: 10669.701172 Iteration 25Q: 3 clusters Score -1065999 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1066088.500000 Penalty: 10669.701172 Iteration 26Q: 3 clusters Score -1066088 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1066159.625000 Penalty: 10669.701172 Iteration 27Q: 3 clusters Score -1066160 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1066239.625000 Penalty: 10669.701172 Iteration 28Q: 3 clusters Score -1066240 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1066294.500000 Penalty: 10669.701172 Iteration 29Q: 3 clusters Score -1066294 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1066344.625000 Penalty: 10669.701172 Iteration 30Q: 3 clusters Score -1066345 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1066387.125000 Penalty: 10669.701172 Iteration 31Q: 3 clusters Score -1066387 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1066424.375000 Penalty: 10669.701172 Iteration 32Q: 3 clusters Score -1066424 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -1066451.625000 Penalty: 10669.701172 Iteration 33Q: 3 clusters Score -1066452 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1066470.000000 Penalty: 10669.701172 Iteration 34Q: 3 clusters Score -1066470 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1066488.875000 Penalty: 10669.701172 Iteration 35Q: 3 clusters Score -1066489 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1066499.375000 Penalty: 10669.701172 Iteration 36Q: 3 clusters Score -1066499 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1066509.625000 Penalty: 10669.701172 Iteration 37Q: 3 clusters Score -1066510 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1066523.625000 Penalty: 10669.701172 Iteration 38Q: 3 clusters Score -1066524 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1066527.750000 Penalty: 10669.701172 Iteration 39Q: 3 clusters Score -1066528 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1066528.750000 Penalty: 10669.701172 Iteration 40F: 3 clusters Score -1066529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1066532.250000 Penalty: 10669.701172 Iteration 41Q: 3 clusters Score -1066532 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1066531.000000 Penalty: 10669.701172 Iteration 42Q: 3 clusters Score -1066531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1066531.000000 Penalty: 10669.701172 Iteration 43F: 3 clusters Score -1066531 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (24043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Entering Unmasked Estep Score: -4152485.250000 Penalty: 6178.654297 Iteration 0F: 2 clusters Score -4152485 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -4133521.000000 Penalty: 12357.308594 Iteration 0F: 3 clusters Score -4133521 nChanged 9879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -4138685.250000 Penalty: 12357.308594 Iteration 1F: 3 clusters Score -4138685 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -4139389.500000 Penalty: 12357.308594 Iteration 2F: 3 clusters Score -4139390 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -4139998.500000 Penalty: 12357.308594 Iteration 3Q: 3 clusters Score -4139998 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -4140643.000000 Penalty: 12357.308594 Iteration 4Q: 3 clusters Score -4140643 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -4141349.500000 Penalty: 12357.308594 Iteration 5Q: 3 clusters Score -4141350 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -4142182.500000 Penalty: 12357.308594 Iteration 6Q: 3 clusters Score -4142182 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -4143167.750000 Penalty: 12357.308594 Iteration 7F: 3 clusters Score -4143168 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -4144245.750000 Penalty: 12357.308594 Iteration 8F: 3 clusters Score -4144246 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -4145392.750000 Penalty: 12357.308594 Iteration 9F: 3 clusters Score -4145393 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -4146503.000000 Penalty: 12357.308594 Iteration 10F: 3 clusters Score -4146503 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -4147495.500000 Penalty: 12357.308594 Iteration 11F: 3 clusters Score -4147496 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17954 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -4148261.750000 Penalty: 12357.308594 Iteration 12Q: 3 clusters Score -4148262 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -4148863.000000 Penalty: 12357.308594 Iteration 13Q: 3 clusters Score -4148863 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19317 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -4149221.500000 Penalty: 12357.308594 Iteration 14Q: 3 clusters Score -4149222 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -4149533.000000 Penalty: 12357.308594 Iteration 15Q: 3 clusters Score -4149533 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20146 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -4149795.250000 Penalty: 12357.308594 Iteration 16Q: 3 clusters Score -4149795 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20477 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -4150018.000000 Penalty: 12357.308594 Iteration 17Q: 3 clusters Score -4150018 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20760 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -4150190.250000 Penalty: 12357.308594 Iteration 18Q: 3 clusters Score -4150190 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -4150342.000000 Penalty: 12357.308594 Iteration 19Q: 3 clusters Score -4150342 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21188 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -4150461.500000 Penalty: 12357.308594 Iteration 20F: 3 clusters Score -4150462 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -4150550.750000 Penalty: 12357.308594 Iteration 21Q: 3 clusters Score -4150551 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21440 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -4150602.250000 Penalty: 12357.308594 Iteration 22Q: 3 clusters Score -4150602 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -4150647.750000 Penalty: 12357.308594 Iteration 23Q: 3 clusters Score -4150648 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21573 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -4150657.250000 Penalty: 12357.308594 Iteration 24Q: 3 clusters Score -4150657 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21621 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -4150684.500000 Penalty: 12357.308594 Iteration 25Q: 3 clusters Score -4150684 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21660 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -4150686.750000 Penalty: 12357.308594 Iteration 26Q: 3 clusters Score -4150687 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -4150705.500000 Penalty: 12357.308594 Iteration 27Q: 3 clusters Score -4150706 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -4150717.250000 Penalty: 12357.308594 Iteration 28Q: 3 clusters Score -4150717 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21722 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -4150723.500000 Penalty: 12357.308594 Iteration 29Q: 3 clusters Score -4150724 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21741 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -4150727.000000 Penalty: 12357.308594 Iteration 30Q: 3 clusters Score -4150727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21746 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -4150729.250000 Penalty: 12357.308594 Iteration 31Q: 3 clusters Score -4150729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21751 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -4150735.000000 Penalty: 12357.308594 Iteration 32Q: 3 clusters Score -4150735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21752 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -4150736.000000 Penalty: 12357.308594 Iteration 33Q: 3 clusters Score -4150736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -4150738.000000 Penalty: 12357.308594 Iteration 34Q: 3 clusters Score -4150738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21754 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -4150738.000000 Penalty: 12357.308594 Iteration 35Q: 3 clusters Score -4150738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21754 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -4150738.000000 Penalty: 12357.308594 Iteration 36F: 3 clusters Score -4150738 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Entering Unmasked Estep Score: -203893.359375 Penalty: 4396.391602 Iteration 0F: 2 clusters Score -203893.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -199532.921875 Penalty: 8792.783203 Iteration 0F: 3 clusters Score -199532.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -200128.265625 Penalty: 8792.783203 Iteration 1F: 3 clusters Score -200128.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -200445.906250 Penalty: 8792.783203 Iteration 2F: 3 clusters Score -200445.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -200817.437500 Penalty: 8792.783203 Iteration 3F: 3 clusters Score -200817.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -201435.781250 Penalty: 8792.783203 Iteration 4F: 3 clusters Score -201435.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -201902.531250 Penalty: 8792.783203 Iteration 5F: 3 clusters Score -201902.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -202088.453125 Penalty: 8792.783203 Iteration 6Q: 3 clusters Score -202088.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -202246.187500 Penalty: 8792.783203 Iteration 7Q: 3 clusters Score -202246.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -202553.968750 Penalty: 8792.783203 Iteration 8Q: 3 clusters Score -202554 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -202743.046875 Penalty: 8792.783203 Iteration 9Q: 3 clusters Score -202743 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -202792.187500 Penalty: 8792.783203 Iteration 10Q: 3 clusters Score -202792.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -202836.125000 Penalty: 8792.783203 Iteration 11Q: 3 clusters Score -202836.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -202858.937500 Penalty: 8792.783203 Iteration 12Q: 3 clusters Score -202858.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -202887.953125 Penalty: 8792.783203 Iteration 13Q: 3 clusters Score -202888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -202910.406250 Penalty: 8792.783203 Iteration 14Q: 3 clusters Score -202910.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -202936.703125 Penalty: 8792.783203 Iteration 15Q: 3 clusters Score -202936.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -202962.218750 Penalty: 8792.783203 Iteration 16Q: 3 clusters Score -202962.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -202973.781250 Penalty: 8792.783203 Iteration 17Q: 3 clusters Score -202973.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -202989.312500 Penalty: 8792.783203 Iteration 18Q: 3 clusters Score -202989.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -203024.515625 Penalty: 8792.783203 Iteration 19Q: 3 clusters Score -203024.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -203066.953125 Penalty: 8792.783203 Iteration 20F: 3 clusters Score -203067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -203092.750000 Penalty: 8792.783203 Iteration 21Q: 3 clusters Score -203092.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -203107.718750 Penalty: 8792.783203 Iteration 22Q: 3 clusters Score -203107.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -203119.921875 Penalty: 8792.783203 Iteration 23Q: 3 clusters Score -203119.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -203127.812500 Penalty: 8792.783203 Iteration 24Q: 3 clusters Score -203127.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -203135.562500 Penalty: 8792.783203 Iteration 25Q: 3 clusters Score -203135.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -203140.140625 Penalty: 8792.783203 Iteration 26Q: 3 clusters Score -203140.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -203145.062500 Penalty: 8792.783203 Iteration 27Q: 3 clusters Score -203145.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -203145.062500 Penalty: 8792.783203 Iteration 28F: 3 clusters Score -203145.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (42986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42986 members Entering Unmasked Estep Score: -7659461.500000 Penalty: 6534.535645 Iteration 0F: 2 clusters Score -7659462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21525 members Mstep: Class 2 contains 21461 members Entering Unmasked Estep Score: -7628306.500000 Penalty: 13069.071289 Iteration 0F: 3 clusters Score -7628306 nChanged 18837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21976 members Mstep: Class 2 contains 21010 members Entering Unmasked Estep Score: -7638168.000000 Penalty: 13069.071289 Iteration 1F: 3 clusters Score -7638168 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -7639024.500000 Penalty: 13069.071289 Iteration 2F: 3 clusters Score -7639024 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22507 members Mstep: Class 2 contains 20479 members Entering Unmasked Estep Score: -7639727.500000 Penalty: 13069.071289 Iteration 3Q: 3 clusters Score -7639728 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22858 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -7640307.500000 Penalty: 13069.071289 Iteration 4Q: 3 clusters Score -7640308 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 19644 members Entering Unmasked Estep Score: -7640849.000000 Penalty: 13069.071289 Iteration 5Q: 3 clusters Score -7640849 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24003 members Mstep: Class 2 contains 18983 members Entering Unmasked Estep Score: -7641367.500000 Penalty: 13069.071289 Iteration 6Q: 3 clusters Score -7641368 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24857 members Mstep: Class 2 contains 18129 members Entering Unmasked Estep Score: -7641950.000000 Penalty: 13069.071289 Iteration 7Q: 3 clusters Score -7641950 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 17000 members Entering Unmasked Estep Score: -7642691.500000 Penalty: 13069.071289 Iteration 8Q: 3 clusters Score -7642692 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27363 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -7643532.500000 Penalty: 13069.071289 Iteration 9Q: 3 clusters Score -7643532 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29021 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -7644522.000000 Penalty: 13069.071289 Iteration 10Q: 3 clusters Score -7644522 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30950 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -7645845.500000 Penalty: 13069.071289 Iteration 11Q: 3 clusters Score -7645846 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33128 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -7647404.000000 Penalty: 13069.071289 Iteration 12F: 3 clusters Score -7647404 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35296 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -7649086.000000 Penalty: 13069.071289 Iteration 13F: 3 clusters Score -7649086 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37190 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -7650529.500000 Penalty: 13069.071289 Iteration 14Q: 3 clusters Score -7650530 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38692 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -7651727.500000 Penalty: 13069.071289 Iteration 15Q: 3 clusters Score -7651728 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -7652485.500000 Penalty: 13069.071289 Iteration 16Q: 3 clusters Score -7652486 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40371 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -7652984.000000 Penalty: 13069.071289 Iteration 17Q: 3 clusters Score -7652984 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40768 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -7653285.000000 Penalty: 13069.071289 Iteration 18Q: 3 clusters Score -7653285 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41026 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -7653487.000000 Penalty: 13069.071289 Iteration 19Q: 3 clusters Score -7653487 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41174 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -7653606.500000 Penalty: 13069.071289 Iteration 20F: 3 clusters Score -7653606 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41283 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -7653674.000000 Penalty: 13069.071289 Iteration 21Q: 3 clusters Score -7653674 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41343 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -7653706.500000 Penalty: 13069.071289 Iteration 22Q: 3 clusters Score -7653706 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41395 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -7653759.500000 Penalty: 13069.071289 Iteration 23Q: 3 clusters Score -7653760 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41418 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -7653767.000000 Penalty: 13069.071289 Iteration 24Q: 3 clusters Score -7653767 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41445 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -7653789.000000 Penalty: 13069.071289 Iteration 25Q: 3 clusters Score -7653789 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41465 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -7653810.000000 Penalty: 13069.071289 Iteration 26Q: 3 clusters Score -7653810 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41487 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -7653816.500000 Penalty: 13069.071289 Iteration 27Q: 3 clusters Score -7653816 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41507 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -7653837.500000 Penalty: 13069.071289 Iteration 28Q: 3 clusters Score -7653838 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41528 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -7653852.000000 Penalty: 13069.071289 Iteration 29Q: 3 clusters Score -7653852 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41542 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -7653850.000000 Penalty: 13069.071289 Iteration 30Q: 3 clusters Score -7653850 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41565 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -7653873.000000 Penalty: 13069.071289 Iteration 31Q: 3 clusters Score -7653873 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41582 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -7653880.500000 Penalty: 13069.071289 Iteration 32Q: 3 clusters Score -7653880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41594 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -7653897.000000 Penalty: 13069.071289 Iteration 33Q: 3 clusters Score -7653897 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41611 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -7653918.000000 Penalty: 13069.071289 Iteration 34Q: 3 clusters Score -7653918 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41628 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -7653930.500000 Penalty: 13069.071289 Iteration 35Q: 3 clusters Score -7653930 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41646 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -7653950.000000 Penalty: 13069.071289 Iteration 36Q: 3 clusters Score -7653950 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41661 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -7653961.500000 Penalty: 13069.071289 Iteration 37Q: 3 clusters Score -7653962 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41677 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -7653968.500000 Penalty: 13069.071289 Iteration 38Q: 3 clusters Score -7653968 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41691 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -7653982.000000 Penalty: 13069.071289 Iteration 39Q: 3 clusters Score -7653982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41698 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -7653981.000000 Penalty: 13069.071289 Iteration 40F: 3 clusters Score -7653981 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41701 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -7653993.000000 Penalty: 13069.071289 Iteration 41Q: 3 clusters Score -7653993 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41704 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7654002.000000 Penalty: 13069.071289 Iteration 42Q: 3 clusters Score -7654002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41704 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -7654002.000000 Penalty: 13069.071289 Iteration 43F: 3 clusters Score -7654002 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Entering Unmasked Estep Score: -1401484.250000 Penalty: 5496.177734 Iteration 0F: 2 clusters Score -1401484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1392582.750000 Penalty: 10992.355469 Iteration 0F: 3 clusters Score -1392583 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1394222.625000 Penalty: 10992.355469 Iteration 1F: 3 clusters Score -1394223 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1394593.000000 Penalty: 10992.355469 Iteration 2F: 3 clusters Score -1394593 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1394821.750000 Penalty: 10992.355469 Iteration 3Q: 3 clusters Score -1394822 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1394956.250000 Penalty: 10992.355469 Iteration 4Q: 3 clusters Score -1394956 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1395062.500000 Penalty: 10992.355469 Iteration 5Q: 3 clusters Score -1395062 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1395139.500000 Penalty: 10992.355469 Iteration 6Q: 3 clusters Score -1395140 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1395195.125000 Penalty: 10992.355469 Iteration 7Q: 3 clusters Score -1395195 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1395239.000000 Penalty: 10992.355469 Iteration 8Q: 3 clusters Score -1395239 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1395279.000000 Penalty: 10992.355469 Iteration 9Q: 3 clusters Score -1395279 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1395318.625000 Penalty: 10992.355469 Iteration 10Q: 3 clusters Score -1395319 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1395359.750000 Penalty: 10992.355469 Iteration 11Q: 3 clusters Score -1395360 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1395403.500000 Penalty: 10992.355469 Iteration 12Q: 3 clusters Score -1395404 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1395438.875000 Penalty: 10992.355469 Iteration 13Q: 3 clusters Score -1395439 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1395468.000000 Penalty: 10992.355469 Iteration 14Q: 3 clusters Score -1395468 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1395480.375000 Penalty: 10992.355469 Iteration 15Q: 3 clusters Score -1395480 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1395506.500000 Penalty: 10992.355469 Iteration 16Q: 3 clusters Score -1395506 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -1395518.500000 Penalty: 10992.355469 Iteration 17Q: 3 clusters Score -1395518 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1395544.250000 Penalty: 10992.355469 Iteration 18Q: 3 clusters Score -1395544 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1395559.000000 Penalty: 10992.355469 Iteration 19Q: 3 clusters Score -1395559 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1395577.375000 Penalty: 10992.355469 Iteration 20F: 3 clusters Score -1395577 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1395584.750000 Penalty: 10992.355469 Iteration 21Q: 3 clusters Score -1395585 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -1395597.500000 Penalty: 10992.355469 Iteration 22Q: 3 clusters Score -1395598 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1395610.875000 Penalty: 10992.355469 Iteration 23Q: 3 clusters Score -1395611 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1395623.875000 Penalty: 10992.355469 Iteration 24Q: 3 clusters Score -1395624 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1395637.875000 Penalty: 10992.355469 Iteration 25Q: 3 clusters Score -1395638 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1395656.875000 Penalty: 10992.355469 Iteration 26Q: 3 clusters Score -1395657 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1395672.750000 Penalty: 10992.355469 Iteration 27Q: 3 clusters Score -1395673 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1395696.375000 Penalty: 10992.355469 Iteration 28Q: 3 clusters Score -1395696 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1395715.625000 Penalty: 10992.355469 Iteration 29Q: 3 clusters Score -1395716 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1395738.250000 Penalty: 10992.355469 Iteration 30Q: 3 clusters Score -1395738 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1395761.125000 Penalty: 10992.355469 Iteration 31Q: 3 clusters Score -1395761 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1395788.375000 Penalty: 10992.355469 Iteration 32Q: 3 clusters Score -1395788 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1395803.000000 Penalty: 10992.355469 Iteration 33Q: 3 clusters Score -1395803 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1395824.250000 Penalty: 10992.355469 Iteration 34Q: 3 clusters Score -1395824 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1395846.500000 Penalty: 10992.355469 Iteration 35Q: 3 clusters Score -1395846 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1395866.375000 Penalty: 10992.355469 Iteration 36Q: 3 clusters Score -1395866 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1395883.250000 Penalty: 10992.355469 Iteration 37Q: 3 clusters Score -1395883 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1395902.625000 Penalty: 10992.355469 Iteration 38Q: 3 clusters Score -1395903 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1395919.125000 Penalty: 10992.355469 Iteration 39Q: 3 clusters Score -1395919 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1395934.375000 Penalty: 10992.355469 Iteration 40F: 3 clusters Score -1395934 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1395951.500000 Penalty: 10992.355469 Iteration 41Q: 3 clusters Score -1395952 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1395969.500000 Penalty: 10992.355469 Iteration 42Q: 3 clusters Score -1395970 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1395988.750000 Penalty: 10992.355469 Iteration 43Q: 3 clusters Score -1395989 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1395996.375000 Penalty: 10992.355469 Iteration 44Q: 3 clusters Score -1395996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1396005.875000 Penalty: 10992.355469 Iteration 45Q: 3 clusters Score -1396006 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1396016.250000 Penalty: 10992.355469 Iteration 46Q: 3 clusters Score -1396016 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1396027.250000 Penalty: 10992.355469 Iteration 47Q: 3 clusters Score -1396027 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1396035.375000 Penalty: 10992.355469 Iteration 48Q: 3 clusters Score -1396035 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1396044.625000 Penalty: 10992.355469 Iteration 49Q: 3 clusters Score -1396045 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1396053.625000 Penalty: 10992.355469 Iteration 50Q: 3 clusters Score -1396054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1396060.125000 Penalty: 10992.355469 Iteration 51Q: 3 clusters Score -1396060 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1396074.375000 Penalty: 10992.355469 Iteration 52Q: 3 clusters Score -1396074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1396077.375000 Penalty: 10992.355469 Iteration 53Q: 3 clusters Score -1396077 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1396083.875000 Penalty: 10992.355469 Iteration 54Q: 3 clusters Score -1396084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1396090.250000 Penalty: 10992.355469 Iteration 55Q: 3 clusters Score -1396090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1396096.375000 Penalty: 10992.355469 Iteration 56Q: 3 clusters Score -1396096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1396101.500000 Penalty: 10992.355469 Iteration 57Q: 3 clusters Score -1396102 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1396112.125000 Penalty: 10992.355469 Iteration 58Q: 3 clusters Score -1396112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1396125.625000 Penalty: 10992.355469 Iteration 59Q: 3 clusters Score -1396126 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1396133.375000 Penalty: 10992.355469 Iteration 60F: 3 clusters Score -1396133 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1396147.500000 Penalty: 10992.355469 Iteration 61Q: 3 clusters Score -1396148 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1396164.625000 Penalty: 10992.355469 Iteration 62Q: 3 clusters Score -1396165 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1396179.125000 Penalty: 10992.355469 Iteration 63Q: 3 clusters Score -1396179 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1396201.125000 Penalty: 10992.355469 Iteration 64Q: 3 clusters Score -1396201 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1396217.125000 Penalty: 10992.355469 Iteration 65Q: 3 clusters Score -1396217 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -1396227.750000 Penalty: 10992.355469 Iteration 66Q: 3 clusters Score -1396228 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1396242.875000 Penalty: 10992.355469 Iteration 67Q: 3 clusters Score -1396243 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1396254.375000 Penalty: 10992.355469 Iteration 68Q: 3 clusters Score -1396254 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1396268.250000 Penalty: 10992.355469 Iteration 69Q: 3 clusters Score -1396268 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1396272.125000 Penalty: 10992.355469 Iteration 70Q: 3 clusters Score -1396272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1396278.500000 Penalty: 10992.355469 Iteration 71Q: 3 clusters Score -1396278 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1396287.625000 Penalty: 10992.355469 Iteration 72Q: 3 clusters Score -1396288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1396294.250000 Penalty: 10992.355469 Iteration 73Q: 3 clusters Score -1396294 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1396298.250000 Penalty: 10992.355469 Iteration 74Q: 3 clusters Score -1396298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1396303.125000 Penalty: 10992.355469 Iteration 75Q: 3 clusters Score -1396303 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1396310.125000 Penalty: 10992.355469 Iteration 76Q: 3 clusters Score -1396310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1396314.250000 Penalty: 10992.355469 Iteration 77Q: 3 clusters Score -1396314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1396317.500000 Penalty: 10992.355469 Iteration 78Q: 3 clusters Score -1396318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1396318.625000 Penalty: 10992.355469 Iteration 79Q: 3 clusters Score -1396319 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1396324.375000 Penalty: 10992.355469 Iteration 80F: 3 clusters Score -1396324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1396333.750000 Penalty: 10992.355469 Iteration 81Q: 3 clusters Score -1396334 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1396346.625000 Penalty: 10992.355469 Iteration 82Q: 3 clusters Score -1396347 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1396354.375000 Penalty: 10992.355469 Iteration 83Q: 3 clusters Score -1396354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -1396357.625000 Penalty: 10992.355469 Iteration 84Q: 3 clusters Score -1396358 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1396367.500000 Penalty: 10992.355469 Iteration 85Q: 3 clusters Score -1396368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1396371.125000 Penalty: 10992.355469 Iteration 86Q: 3 clusters Score -1396371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1396375.625000 Penalty: 10992.355469 Iteration 87Q: 3 clusters Score -1396376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1396374.125000 Penalty: 10992.355469 Iteration 88Q: 3 clusters Score -1396374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1396377.125000 Penalty: 10992.355469 Iteration 89Q: 3 clusters Score -1396377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1396377.125000 Penalty: 10992.355469 Iteration 90F: 3 clusters Score -1396377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19324 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8595 members Mstep: Class 4 contains 143665 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18851 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6368 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100040 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42986 members Mstep: Class 23 contains 7890 members Entering Unmasked Estep ConsiderDeletion Score: -70958640.000000 Penalty: 166180.093750 Iteration 79Q: 22 clusters Score -7.095864e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8611 members Mstep: Class 4 contains 143658 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18847 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 6363 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100035 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42985 members Mstep: Class 23 contains 7900 members Entering Unmasked Estep ConsiderDeletion Score: -70958760.000000 Penalty: 166180.093750 Iteration 80F: 22 clusters Score -7.095876e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19310 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8618 members Mstep: Class 4 contains 143653 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4510 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18848 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6362 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100036 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42985 members Mstep: Class 23 contains 7907 members Entering Unmasked Estep ConsiderDeletion Score: -70958872.000000 Penalty: 166180.093750 Iteration 81Q: 22 clusters Score -7.095887e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8620 members Mstep: Class 4 contains 143645 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18845 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6361 members Mstep: Class 13 contains 516 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100038 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42984 members Mstep: Class 23 contains 7916 members Entering Unmasked Estep ConsiderDeletion Score: -70958840.000000 Penalty: 166180.093750 Iteration 82Q: 22 clusters Score -7.095884e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19295 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8625 members Mstep: Class 4 contains 143646 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18843 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6359 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100037 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24043 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42984 members Mstep: Class 23 contains 7926 members Entering Unmasked Estep ConsiderDeletion Score: -70958928.000000 Penalty: 166180.093750 Iteration 83Q: 22 clusters Score -7.095893e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19286 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8631 members Mstep: Class 4 contains 143645 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18841 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6359 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100037 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24042 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42983 members Mstep: Class 23 contains 7933 members Entering Unmasked Estep ConsiderDeletion Score: -70958976.000000 Penalty: 166180.093750 Iteration 84Q: 22 clusters Score -7.095898e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19284 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8635 members Mstep: Class 4 contains 143643 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18837 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6357 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100036 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24042 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42983 members Mstep: Class 23 contains 7938 members Entering Unmasked Estep ConsiderDeletion Score: -70958912.000000 Penalty: 166180.093750 Iteration 85Q: 22 clusters Score -7.095891e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19281 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8638 members Mstep: Class 4 contains 143644 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18835 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6357 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100034 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24041 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42980 members Mstep: Class 23 contains 7943 members Entering Unmasked Estep ConsiderDeletion Score: -70958936.000000 Penalty: 166180.093750 Iteration 86Q: 22 clusters Score -7.095894e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19280 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 143645 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18835 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6357 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100033 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42979 members Mstep: Class 23 contains 7944 members Entering Unmasked Estep ConsiderDeletion Score: -70958936.000000 Penalty: 166180.093750 Iteration 87Q: 22 clusters Score -7.095894e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19277 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8646 members Mstep: Class 4 contains 143642 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18835 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6358 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100032 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7948 members Entering Unmasked Estep ConsiderDeletion Score: -70958944.000000 Penalty: 166180.093750 Iteration 88Q: 22 clusters Score -7.095894e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19273 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8649 members Mstep: Class 4 contains 143640 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18835 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6358 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100033 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7951 members Entering Unmasked Estep ConsiderDeletion Score: -70958960.000000 Penalty: 166180.093750 Iteration 89Q: 22 clusters Score -7.095896e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19270 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8648 members Mstep: Class 4 contains 143643 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6357 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100032 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7957 members Entering Unmasked Estep ConsiderDeletion Score: -70958968.000000 Penalty: 166180.093750 Iteration 90Q: 22 clusters Score -7.095897e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8646 members Mstep: Class 4 contains 143645 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6357 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100031 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7961 members Entering Unmasked Estep ConsiderDeletion Score: -70958944.000000 Penalty: 166180.093750 Iteration 91Q: 22 clusters Score -7.095894e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8648 members Mstep: Class 4 contains 143648 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6356 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100029 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7961 members Entering Unmasked Estep ConsiderDeletion Score: -70958960.000000 Penalty: 166180.093750 Iteration 92Q: 22 clusters Score -7.095896e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8649 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6356 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8839 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42978 members Mstep: Class 23 contains 7962 members Entering Unmasked Estep ConsiderDeletion Score: -70958968.000000 Penalty: 166180.093750 Iteration 93Q: 22 clusters Score -7.095897e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep ConsiderDeletion Score: -70958960.000000 Penalty: 166180.093750 Iteration 94Q: 22 clusters Score -7.095896e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep ConsiderDeletion Score: -70958984.000000 Penalty: 166180.093750 Iteration 95F: 22 clusters Score -7.095898e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 529 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep ConsiderDeletion Score: -70959008.000000 Penalty: 166180.093750 Iteration 96Q: 22 clusters Score -7.095901e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 529 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep ConsiderDeletion Score: -70959008.000000 Penalty: 166180.093750 Iteration 97F: 22 clusters Score -7.095901e+07 nChanged 0 Entering ConstructFrom: Score: -70959008.000000 Penalty: 166180.093750 Entering ConstructFrom: Trying to split cluster 1 (19266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19266 members Entering Unmasked Estep Score: -3355756.750000 Penalty: 6042.984863 Iteration 0F: 2 clusters Score -3355757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -3339728.500000 Penalty: 12085.969727 Iteration 0F: 3 clusters Score -3339728 nChanged 7763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -3343880.250000 Penalty: 12085.969727 Iteration 1F: 3 clusters Score -3343880 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -3344503.000000 Penalty: 12085.969727 Iteration 2F: 3 clusters Score -3344503 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -3344985.750000 Penalty: 12085.969727 Iteration 3Q: 3 clusters Score -3344986 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -3345417.000000 Penalty: 12085.969727 Iteration 4Q: 3 clusters Score -3345417 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -3345724.250000 Penalty: 12085.969727 Iteration 5Q: 3 clusters Score -3345724 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -3346049.750000 Penalty: 12085.969727 Iteration 6Q: 3 clusters Score -3346050 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -3346312.250000 Penalty: 12085.969727 Iteration 7Q: 3 clusters Score -3346312 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -3346531.500000 Penalty: 12085.969727 Iteration 8Q: 3 clusters Score -3346532 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -3346773.250000 Penalty: 12085.969727 Iteration 9Q: 3 clusters Score -3346773 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -3347001.500000 Penalty: 12085.969727 Iteration 10Q: 3 clusters Score -3347002 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -3347209.000000 Penalty: 12085.969727 Iteration 11Q: 3 clusters Score -3347209 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -3347417.750000 Penalty: 12085.969727 Iteration 12Q: 3 clusters Score -3347418 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -3347633.250000 Penalty: 12085.969727 Iteration 13Q: 3 clusters Score -3347633 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -3347838.500000 Penalty: 12085.969727 Iteration 14Q: 3 clusters Score -3347838 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -3348108.250000 Penalty: 12085.969727 Iteration 15Q: 3 clusters Score -3348108 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -3348390.250000 Penalty: 12085.969727 Iteration 16Q: 3 clusters Score -3348390 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -3348761.750000 Penalty: 12085.969727 Iteration 17Q: 3 clusters Score -3348762 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -3349225.250000 Penalty: 12085.969727 Iteration 18Q: 3 clusters Score -3349225 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -3349719.500000 Penalty: 12085.969727 Iteration 19Q: 3 clusters Score -3349720 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -3350274.000000 Penalty: 12085.969727 Iteration 20F: 3 clusters Score -3350274 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -3350842.000000 Penalty: 12085.969727 Iteration 21Q: 3 clusters Score -3350842 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -3351276.250000 Penalty: 12085.969727 Iteration 22Q: 3 clusters Score -3351276 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -3351567.500000 Penalty: 12085.969727 Iteration 23Q: 3 clusters Score -3351568 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -3351747.750000 Penalty: 12085.969727 Iteration 24Q: 3 clusters Score -3351748 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 13736 members Entering Unmasked Estep Score: -3351869.250000 Penalty: 12085.969727 Iteration 25Q: 3 clusters Score -3351869 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -3351956.250000 Penalty: 12085.969727 Iteration 26Q: 3 clusters Score -3351956 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -3352001.000000 Penalty: 12085.969727 Iteration 27Q: 3 clusters Score -3352001 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -3352037.250000 Penalty: 12085.969727 Iteration 28Q: 3 clusters Score -3352037 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -3352068.750000 Penalty: 12085.969727 Iteration 29Q: 3 clusters Score -3352069 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -3352104.250000 Penalty: 12085.969727 Iteration 30Q: 3 clusters Score -3352104 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -3352131.250000 Penalty: 12085.969727 Iteration 31Q: 3 clusters Score -3352131 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -3352133.000000 Penalty: 12085.969727 Iteration 32Q: 3 clusters Score -3352133 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -3352136.750000 Penalty: 12085.969727 Iteration 33Q: 3 clusters Score -3352137 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -3352154.000000 Penalty: 12085.969727 Iteration 34Q: 3 clusters Score -3352154 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -3352156.500000 Penalty: 12085.969727 Iteration 35Q: 3 clusters Score -3352156 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -3352168.500000 Penalty: 12085.969727 Iteration 36Q: 3 clusters Score -3352168 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -3352176.500000 Penalty: 12085.969727 Iteration 37Q: 3 clusters Score -3352176 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -3352182.250000 Penalty: 12085.969727 Iteration 38Q: 3 clusters Score -3352182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -3352192.500000 Penalty: 12085.969727 Iteration 39Q: 3 clusters Score -3352192 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -3352201.750000 Penalty: 12085.969727 Iteration 40F: 3 clusters Score -3352202 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -3352194.250000 Penalty: 12085.969727 Iteration 41Q: 3 clusters Score -3352194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -3352204.750000 Penalty: 12085.969727 Iteration 42Q: 3 clusters Score -3352205 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -3352208.500000 Penalty: 12085.969727 Iteration 43Q: 3 clusters Score -3352208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -3352211.750000 Penalty: 12085.969727 Iteration 44Q: 3 clusters Score -3352212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -3352210.000000 Penalty: 12085.969727 Iteration 45Q: 3 clusters Score -3352210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -3352213.500000 Penalty: 12085.969727 Iteration 46Q: 3 clusters Score -3352214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -3352209.000000 Penalty: 12085.969727 Iteration 47Q: 3 clusters Score -3352209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -3352206.250000 Penalty: 12085.969727 Iteration 48Q: 3 clusters Score -3352206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -3352200.000000 Penalty: 12085.969727 Iteration 49Q: 3 clusters Score -3352200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -3352203.000000 Penalty: 12085.969727 Iteration 50Q: 3 clusters Score -3352203 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 13269 members Entering Unmasked Estep Score: -3352205.000000 Penalty: 12085.969727 Iteration 51Q: 3 clusters Score -3352205 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -3352210.500000 Penalty: 12085.969727 Iteration 52Q: 3 clusters Score -3352210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -3352212.500000 Penalty: 12085.969727 Iteration 53Q: 3 clusters Score -3352212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -3352211.000000 Penalty: 12085.969727 Iteration 54Q: 3 clusters Score -3352211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -3352210.000000 Penalty: 12085.969727 Iteration 55Q: 3 clusters Score -3352210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -3352213.000000 Penalty: 12085.969727 Iteration 56Q: 3 clusters Score -3352213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -3352212.500000 Penalty: 12085.969727 Iteration 57Q: 3 clusters Score -3352212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -3352212.500000 Penalty: 12085.969727 Iteration 58F: 3 clusters Score -3352212 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -130545.414062 Penalty: 4171.212402 Iteration 0F: 2 clusters Score -130545.4 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 442 members Entering Unmasked Estep Score: -126732.554688 Penalty: 8342.424805 Iteration 0F: 3 clusters Score -126732.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -127294.593750 Penalty: 8342.424805 Iteration 1F: 3 clusters Score -127294.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -127727.843750 Penalty: 8342.424805 Iteration 2F: 3 clusters Score -127727.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -127971.054688 Penalty: 8342.424805 Iteration 3Q: 3 clusters Score -127971.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -128177.734375 Penalty: 8342.424805 Iteration 4Q: 3 clusters Score -128177.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -128301.335938 Penalty: 8342.424805 Iteration 5Q: 3 clusters Score -128301.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -128417.171875 Penalty: 8342.424805 Iteration 6Q: 3 clusters Score -128417.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -128519.609375 Penalty: 8342.424805 Iteration 7Q: 3 clusters Score -128519.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -128576.960938 Penalty: 8342.424805 Iteration 8Q: 3 clusters Score -128577 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -128601.429688 Penalty: 8342.424805 Iteration 9Q: 3 clusters Score -128601.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -128636.218750 Penalty: 8342.424805 Iteration 10Q: 3 clusters Score -128636.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -128685.710938 Penalty: 8342.424805 Iteration 11Q: 3 clusters Score -128685.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -128759.703125 Penalty: 8342.424805 Iteration 12Q: 3 clusters Score -128759.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -128779.476562 Penalty: 8342.424805 Iteration 13Q: 3 clusters Score -128779.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -128805.828125 Penalty: 8342.424805 Iteration 14Q: 3 clusters Score -128805.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -128834.828125 Penalty: 8342.424805 Iteration 15Q: 3 clusters Score -128834.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -128853.539062 Penalty: 8342.424805 Iteration 16Q: 3 clusters Score -128853.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -128883.812500 Penalty: 8342.424805 Iteration 17Q: 3 clusters Score -128883.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -128924.867188 Penalty: 8342.424805 Iteration 18Q: 3 clusters Score -128924.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -128966.414062 Penalty: 8342.424805 Iteration 19Q: 3 clusters Score -128966.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -128982.500000 Penalty: 8342.424805 Iteration 20F: 3 clusters Score -128982.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -128988.937500 Penalty: 8342.424805 Iteration 21Q: 3 clusters Score -128988.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -128996.656250 Penalty: 8342.424805 Iteration 22Q: 3 clusters Score -128996.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -128996.656250 Penalty: 8342.424805 Iteration 23F: 3 clusters Score -128996.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Entering Unmasked Estep Score: -1461603.750000 Penalty: 5552.504883 Iteration 0F: 2 clusters Score -1461604 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1452207.750000 Penalty: 11105.009766 Iteration 0F: 3 clusters Score -1452208 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1454112.875000 Penalty: 11105.009766 Iteration 1F: 3 clusters Score -1454113 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1454803.375000 Penalty: 11105.009766 Iteration 2F: 3 clusters Score -1454803 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1455466.375000 Penalty: 11105.009766 Iteration 3F: 3 clusters Score -1455466 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1456123.875000 Penalty: 11105.009766 Iteration 4F: 3 clusters Score -1456124 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1456712.750000 Penalty: 11105.009766 Iteration 5F: 3 clusters Score -1456713 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1457162.750000 Penalty: 11105.009766 Iteration 6F: 3 clusters Score -1457163 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1457478.625000 Penalty: 11105.009766 Iteration 7Q: 3 clusters Score -1457479 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1457717.000000 Penalty: 11105.009766 Iteration 8Q: 3 clusters Score -1457717 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1457880.750000 Penalty: 11105.009766 Iteration 9Q: 3 clusters Score -1457881 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1458003.500000 Penalty: 11105.009766 Iteration 10Q: 3 clusters Score -1458004 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1458117.875000 Penalty: 11105.009766 Iteration 11Q: 3 clusters Score -1458118 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1458215.625000 Penalty: 11105.009766 Iteration 12Q: 3 clusters Score -1458216 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1458310.875000 Penalty: 11105.009766 Iteration 13Q: 3 clusters Score -1458311 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1458416.125000 Penalty: 11105.009766 Iteration 14Q: 3 clusters Score -1458416 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1458540.500000 Penalty: 11105.009766 Iteration 15Q: 3 clusters Score -1458540 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1458648.250000 Penalty: 11105.009766 Iteration 16Q: 3 clusters Score -1458648 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1458756.500000 Penalty: 11105.009766 Iteration 17Q: 3 clusters Score -1458756 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1458867.500000 Penalty: 11105.009766 Iteration 18Q: 3 clusters Score -1458868 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1459001.500000 Penalty: 11105.009766 Iteration 19Q: 3 clusters Score -1459002 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1459155.625000 Penalty: 11105.009766 Iteration 20F: 3 clusters Score -1459156 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1459334.875000 Penalty: 11105.009766 Iteration 21Q: 3 clusters Score -1459335 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1459486.000000 Penalty: 11105.009766 Iteration 22Q: 3 clusters Score -1459486 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -1459597.250000 Penalty: 11105.009766 Iteration 23Q: 3 clusters Score -1459597 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1459670.000000 Penalty: 11105.009766 Iteration 24Q: 3 clusters Score -1459670 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -1459719.750000 Penalty: 11105.009766 Iteration 25Q: 3 clusters Score -1459720 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -1459760.750000 Penalty: 11105.009766 Iteration 26Q: 3 clusters Score -1459761 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1459785.875000 Penalty: 11105.009766 Iteration 27Q: 3 clusters Score -1459786 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1459814.375000 Penalty: 11105.009766 Iteration 28Q: 3 clusters Score -1459814 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1459829.500000 Penalty: 11105.009766 Iteration 29Q: 3 clusters Score -1459830 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1459844.250000 Penalty: 11105.009766 Iteration 30Q: 3 clusters Score -1459844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -1459849.875000 Penalty: 11105.009766 Iteration 31Q: 3 clusters Score -1459850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1459862.750000 Penalty: 11105.009766 Iteration 32Q: 3 clusters Score -1459863 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -1459864.500000 Penalty: 11105.009766 Iteration 33Q: 3 clusters Score -1459864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1459865.250000 Penalty: 11105.009766 Iteration 34Q: 3 clusters Score -1459865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -1459866.250000 Penalty: 11105.009766 Iteration 35Q: 3 clusters Score -1459866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -1459863.375000 Penalty: 11105.009766 Iteration 36Q: 3 clusters Score -1459863 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -1459863.375000 Penalty: 11105.009766 Iteration 37F: 3 clusters Score -1459863 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (143647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143647 members Entering Unmasked Estep Score: -25375786.000000 Penalty: 7273.507812 Iteration 0F: 2 clusters Score -2.537579e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71999 members Mstep: Class 2 contains 71648 members Entering Unmasked Estep Score: -25278900.000000 Penalty: 14547.015625 Iteration 0F: 3 clusters Score -2.52789e+07 nChanged 66631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73392 members Mstep: Class 2 contains 70255 members Entering Unmasked Estep Score: -25315968.000000 Penalty: 14547.015625 Iteration 1F: 3 clusters Score -2.531597e+07 nChanged 4829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74261 members Mstep: Class 2 contains 69386 members Entering Unmasked Estep Score: -25316946.000000 Penalty: 14547.015625 Iteration 2Q: 3 clusters Score -2.531695e+07 nChanged 4576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75499 members Mstep: Class 2 contains 68148 members Entering Unmasked Estep Score: -25317940.000000 Penalty: 14547.015625 Iteration 3Q: 3 clusters Score -2.531794e+07 nChanged 4331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77226 members Mstep: Class 2 contains 66421 members Entering Unmasked Estep Score: -25319042.000000 Penalty: 14547.015625 Iteration 4Q: 3 clusters Score -2.531904e+07 nChanged 4313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79609 members Mstep: Class 2 contains 64038 members Entering Unmasked Estep Score: -25320242.000000 Penalty: 14547.015625 Iteration 5Q: 3 clusters Score -2.532024e+07 nChanged 4778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83159 members Mstep: Class 2 contains 60488 members Entering Unmasked Estep Score: -25321610.000000 Penalty: 14547.015625 Iteration 6Q: 3 clusters Score -2.532161e+07 nChanged 5727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88160 members Mstep: Class 2 contains 55487 members Entering Unmasked Estep Score: -25323970.000000 Penalty: 14547.015625 Iteration 7Q: 3 clusters Score -2.532397e+07 nChanged 7403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95197 members Mstep: Class 2 contains 48450 members Entering Unmasked Estep Score: -25328040.000000 Penalty: 14547.015625 Iteration 8F: 3 clusters Score -2.532804e+07 nChanged 9381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104398 members Mstep: Class 2 contains 39249 members Entering Unmasked Estep Score: -25334254.000000 Penalty: 14547.015625 Iteration 9F: 3 clusters Score -2.533425e+07 nChanged 11008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115346 members Mstep: Class 2 contains 28301 members Entering Unmasked Estep Score: -25343296.000000 Penalty: 14547.015625 Iteration 10F: 3 clusters Score -2.53433e+07 nChanged 11113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126435 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -25353456.000000 Penalty: 14547.015625 Iteration 11F: 3 clusters Score -2.535346e+07 nChanged 8571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134990 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -25361398.000000 Penalty: 14547.015625 Iteration 12F: 3 clusters Score -2.53614e+07 nChanged 4773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139749 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -25365860.000000 Penalty: 14547.015625 Iteration 13Q: 3 clusters Score -2.536586e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141710 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -25367810.000000 Penalty: 14547.015625 Iteration 14Q: 3 clusters Score -2.536781e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142429 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -25368622.000000 Penalty: 14547.015625 Iteration 15Q: 3 clusters Score -2.536862e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142699 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -25369000.000000 Penalty: 14547.015625 Iteration 16Q: 3 clusters Score -2.5369e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142809 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -25369158.000000 Penalty: 14547.015625 Iteration 17Q: 3 clusters Score -2.536916e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142864 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -25369234.000000 Penalty: 14547.015625 Iteration 18Q: 3 clusters Score -2.536923e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142904 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -25369304.000000 Penalty: 14547.015625 Iteration 19Q: 3 clusters Score -2.53693e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142917 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -25369350.000000 Penalty: 14547.015625 Iteration 20F: 3 clusters Score -2.536935e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142926 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -25369372.000000 Penalty: 14547.015625 Iteration 21Q: 3 clusters Score -2.536937e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142937 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -25369382.000000 Penalty: 14547.015625 Iteration 22Q: 3 clusters Score -2.536938e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142949 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -25369410.000000 Penalty: 14547.015625 Iteration 23Q: 3 clusters Score -2.536941e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142960 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -25369404.000000 Penalty: 14547.015625 Iteration 24Q: 3 clusters Score -2.53694e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142972 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -25369442.000000 Penalty: 14547.015625 Iteration 25Q: 3 clusters Score -2.536944e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142971 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -25369460.000000 Penalty: 14547.015625 Iteration 26Q: 3 clusters Score -2.536946e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142972 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -25369468.000000 Penalty: 14547.015625 Iteration 27Q: 3 clusters Score -2.536947e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142972 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -25369458.000000 Penalty: 14547.015625 Iteration 28Q: 3 clusters Score -2.536946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142970 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -25369472.000000 Penalty: 14547.015625 Iteration 29Q: 3 clusters Score -2.536947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142971 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -25369480.000000 Penalty: 14547.015625 Iteration 30Q: 3 clusters Score -2.536948e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142971 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -25369480.000000 Penalty: 14547.015625 Iteration 31F: 3 clusters Score -2.536948e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -222124.000000 Penalty: 4453.918457 Iteration 0F: 2 clusters Score -222124 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 725 members Entering Unmasked Estep Score: -217662.265625 Penalty: 8907.836914 Iteration 0F: 3 clusters Score -217662.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -218624.515625 Penalty: 8907.836914 Iteration 1F: 3 clusters Score -218624.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -219604.843750 Penalty: 8907.836914 Iteration 2F: 3 clusters Score -219604.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -220794.031250 Penalty: 8907.836914 Iteration 3F: 3 clusters Score -220794 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -222518.250000 Penalty: 8907.836914 Iteration 4F: 3 clusters Score -222518.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -223108.281250 Penalty: 8907.836914 Iteration 5F: 3 clusters Score -223108.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -223712.250000 Penalty: 8907.836914 Iteration 6F: 3 clusters Score -223712.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -224205.140625 Penalty: 8907.836914 Iteration 7Q: 3 clusters Score -224205.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -224512.968750 Penalty: 8907.836914 Iteration 8Q: 3 clusters Score -224513 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -224694.718750 Penalty: 8907.836914 Iteration 9Q: 3 clusters Score -224694.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -224718.531250 Penalty: 8907.836914 Iteration 10Q: 3 clusters Score -224718.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -224738.140625 Penalty: 8907.836914 Iteration 11Q: 3 clusters Score -224738.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -224759.984375 Penalty: 8907.836914 Iteration 12Q: 3 clusters Score -224760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -224776.531250 Penalty: 8907.836914 Iteration 13Q: 3 clusters Score -224776.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -224789.765625 Penalty: 8907.836914 Iteration 14Q: 3 clusters Score -224789.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -224795.203125 Penalty: 8907.836914 Iteration 15Q: 3 clusters Score -224795.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -224815.109375 Penalty: 8907.836914 Iteration 16F: 3 clusters Score -224815.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -224937.640625 Penalty: 8907.836914 Iteration 17Q: 3 clusters Score -224937.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -224996.000000 Penalty: 8907.836914 Iteration 18Q: 3 clusters Score -224996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -225016.296875 Penalty: 8907.836914 Iteration 19Q: 3 clusters Score -225016.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -225016.296875 Penalty: 8907.836914 Iteration 20F: 3 clusters Score -225016.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 443 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 1006 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 529 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 996 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep Score: -70958400.000000 Penalty: 174093.421875 Splitting cluster 5 changes total score from -70959008.000000 to -70958400.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (8999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Entering Unmasked Estep Score: -1529443.000000 Penalty: 5576.732422 Iteration 0F: 2 clusters Score -1529443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1519802.625000 Penalty: 11153.464844 Iteration 0F: 3 clusters Score -1519803 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1521743.125000 Penalty: 11153.464844 Iteration 1F: 3 clusters Score -1521743 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1522159.125000 Penalty: 11153.464844 Iteration 2F: 3 clusters Score -1522159 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1522425.250000 Penalty: 11153.464844 Iteration 3Q: 3 clusters Score -1522425 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1522628.500000 Penalty: 11153.464844 Iteration 4Q: 3 clusters Score -1522628 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1522789.875000 Penalty: 11153.464844 Iteration 5Q: 3 clusters Score -1522790 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1522938.875000 Penalty: 11153.464844 Iteration 6Q: 3 clusters Score -1522939 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -1523061.875000 Penalty: 11153.464844 Iteration 7Q: 3 clusters Score -1523062 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1523175.375000 Penalty: 11153.464844 Iteration 8Q: 3 clusters Score -1523175 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1523276.125000 Penalty: 11153.464844 Iteration 9Q: 3 clusters Score -1523276 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1523363.500000 Penalty: 11153.464844 Iteration 10Q: 3 clusters Score -1523364 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1523464.375000 Penalty: 11153.464844 Iteration 11Q: 3 clusters Score -1523464 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1523560.125000 Penalty: 11153.464844 Iteration 12Q: 3 clusters Score -1523560 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1523645.625000 Penalty: 11153.464844 Iteration 13Q: 3 clusters Score -1523646 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1523723.375000 Penalty: 11153.464844 Iteration 14Q: 3 clusters Score -1523723 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1523797.750000 Penalty: 11153.464844 Iteration 15Q: 3 clusters Score -1523798 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1523865.375000 Penalty: 11153.464844 Iteration 16Q: 3 clusters Score -1523865 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1523933.125000 Penalty: 11153.464844 Iteration 17Q: 3 clusters Score -1523933 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -1523995.250000 Penalty: 11153.464844 Iteration 18Q: 3 clusters Score -1523995 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1524037.625000 Penalty: 11153.464844 Iteration 19Q: 3 clusters Score -1524038 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1524075.625000 Penalty: 11153.464844 Iteration 20F: 3 clusters Score -1524076 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1524114.375000 Penalty: 11153.464844 Iteration 21Q: 3 clusters Score -1524114 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1524150.750000 Penalty: 11153.464844 Iteration 22Q: 3 clusters Score -1524151 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1524186.500000 Penalty: 11153.464844 Iteration 23Q: 3 clusters Score -1524186 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1524216.000000 Penalty: 11153.464844 Iteration 24Q: 3 clusters Score -1524216 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1524238.375000 Penalty: 11153.464844 Iteration 25Q: 3 clusters Score -1524238 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1524266.750000 Penalty: 11153.464844 Iteration 26Q: 3 clusters Score -1524267 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1524284.750000 Penalty: 11153.464844 Iteration 27Q: 3 clusters Score -1524285 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1524306.125000 Penalty: 11153.464844 Iteration 28Q: 3 clusters Score -1524306 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1524321.875000 Penalty: 11153.464844 Iteration 29Q: 3 clusters Score -1524322 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1524334.500000 Penalty: 11153.464844 Iteration 30Q: 3 clusters Score -1524334 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1524350.875000 Penalty: 11153.464844 Iteration 31Q: 3 clusters Score -1524351 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1524357.625000 Penalty: 11153.464844 Iteration 32Q: 3 clusters Score -1524358 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1524370.500000 Penalty: 11153.464844 Iteration 33Q: 3 clusters Score -1524370 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1524384.750000 Penalty: 11153.464844 Iteration 34Q: 3 clusters Score -1524385 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1524390.875000 Penalty: 11153.464844 Iteration 35Q: 3 clusters Score -1524391 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1524402.625000 Penalty: 11153.464844 Iteration 36Q: 3 clusters Score -1524403 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1524404.625000 Penalty: 11153.464844 Iteration 37Q: 3 clusters Score -1524405 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -1524413.125000 Penalty: 11153.464844 Iteration 38Q: 3 clusters Score -1524413 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1524418.750000 Penalty: 11153.464844 Iteration 39Q: 3 clusters Score -1524419 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1524422.875000 Penalty: 11153.464844 Iteration 40F: 3 clusters Score -1524423 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1524426.875000 Penalty: 11153.464844 Iteration 41Q: 3 clusters Score -1524427 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1524430.625000 Penalty: 11153.464844 Iteration 42Q: 3 clusters Score -1524431 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -1524436.250000 Penalty: 11153.464844 Iteration 43Q: 3 clusters Score -1524436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -1524439.125000 Penalty: 11153.464844 Iteration 44Q: 3 clusters Score -1524439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1524439.750000 Penalty: 11153.464844 Iteration 45Q: 3 clusters Score -1524440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1524450.500000 Penalty: 11153.464844 Iteration 46Q: 3 clusters Score -1524450 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1524454.250000 Penalty: 11153.464844 Iteration 47Q: 3 clusters Score -1524454 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1524457.500000 Penalty: 11153.464844 Iteration 48Q: 3 clusters Score -1524458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1524458.500000 Penalty: 11153.464844 Iteration 49Q: 3 clusters Score -1524458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1524466.750000 Penalty: 11153.464844 Iteration 50Q: 3 clusters Score -1524467 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1524470.250000 Penalty: 11153.464844 Iteration 51Q: 3 clusters Score -1524470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1524477.875000 Penalty: 11153.464844 Iteration 52Q: 3 clusters Score -1524478 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1524478.000000 Penalty: 11153.464844 Iteration 53Q: 3 clusters Score -1524478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1524482.375000 Penalty: 11153.464844 Iteration 54Q: 3 clusters Score -1524482 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -1524480.875000 Penalty: 11153.464844 Iteration 55Q: 3 clusters Score -1524481 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1524483.250000 Penalty: 11153.464844 Iteration 56Q: 3 clusters Score -1524483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1524484.250000 Penalty: 11153.464844 Iteration 57Q: 3 clusters Score -1524484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1524484.250000 Penalty: 11153.464844 Iteration 58F: 3 clusters Score -1524484 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Entering Unmasked Estep Score: -150744.281250 Penalty: 4234.664062 Iteration 0F: 2 clusters Score -150744.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -146701.953125 Penalty: 8469.328125 Iteration 0F: 3 clusters Score -146702 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -147155.015625 Penalty: 8469.328125 Iteration 1F: 3 clusters Score -147155 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -147418.359375 Penalty: 8469.328125 Iteration 2F: 3 clusters Score -147418.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -147712.312500 Penalty: 8469.328125 Iteration 3F: 3 clusters Score -147712.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -148179.765625 Penalty: 8469.328125 Iteration 4F: 3 clusters Score -148179.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -148751.343750 Penalty: 8469.328125 Iteration 5F: 3 clusters Score -148751.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -149415.875000 Penalty: 8469.328125 Iteration 6F: 3 clusters Score -149415.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -149806.156250 Penalty: 8469.328125 Iteration 7Q: 3 clusters Score -149806.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -149965.593750 Penalty: 8469.328125 Iteration 8Q: 3 clusters Score -149965.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -150093.468750 Penalty: 8469.328125 Iteration 9Q: 3 clusters Score -150093.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -150203.375000 Penalty: 8469.328125 Iteration 10Q: 3 clusters Score -150203.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -150326.937500 Penalty: 8469.328125 Iteration 11Q: 3 clusters Score -150326.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -150445.125000 Penalty: 8469.328125 Iteration 12Q: 3 clusters Score -150445.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -150558.234375 Penalty: 8469.328125 Iteration 13Q: 3 clusters Score -150558.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -150617.078125 Penalty: 8469.328125 Iteration 14Q: 3 clusters Score -150617.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -150634.750000 Penalty: 8469.328125 Iteration 15Q: 3 clusters Score -150634.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -150646.781250 Penalty: 8469.328125 Iteration 16Q: 3 clusters Score -150646.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -150666.796875 Penalty: 8469.328125 Iteration 17Q: 3 clusters Score -150666.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -150672.375000 Penalty: 8469.328125 Iteration 18Q: 3 clusters Score -150672.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -150677.734375 Penalty: 8469.328125 Iteration 19Q: 3 clusters Score -150677.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -150694.578125 Penalty: 8469.328125 Iteration 20F: 3 clusters Score -150694.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -150724.937500 Penalty: 8469.328125 Iteration 21Q: 3 clusters Score -150724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -150729.515625 Penalty: 8469.328125 Iteration 22Q: 3 clusters Score -150729.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -150752.609375 Penalty: 8469.328125 Iteration 23Q: 3 clusters Score -150752.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -150769.078125 Penalty: 8469.328125 Iteration 24Q: 3 clusters Score -150769.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -150800.031250 Penalty: 8469.328125 Iteration 25Q: 3 clusters Score -150800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -150825.765625 Penalty: 8469.328125 Iteration 26Q: 3 clusters Score -150825.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -150834.328125 Penalty: 8469.328125 Iteration 27Q: 3 clusters Score -150834.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -150841.046875 Penalty: 8469.328125 Iteration 28Q: 3 clusters Score -150841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -150841.046875 Penalty: 8469.328125 Iteration 29F: 3 clusters Score -150841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 8650 members Mstep: Class 4 contains 143647 members Mstep: Class 5 contains 1439 members Mstep: Class 6 contains 8999 members Mstep: Class 7 contains 413 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 18833 members Mstep: Class 11 contains 529 members Mstep: Class 12 contains 6355 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 8838 members Mstep: Class 16 contains 100028 members Mstep: Class 17 contains 6063 members Mstep: Class 18 contains 593 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 1310 members Mstep: Class 22 contains 42977 members Mstep: Class 23 contains 7963 members Entering Unmasked Estep Score: -70955472.000000 Penalty: 174093.421875 Splitting cluster 7 changes total score from -70959008.000000 to -70955472.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Entering Unmasked Estep Score: -776379.437500 Penalty: 5154.421875 Iteration 0F: 2 clusters Score -776379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -769655.875000 Penalty: 10308.843750 Iteration 0F: 3 clusters Score -769655.9 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -770761.312500 Penalty: 10308.843750 Iteration 1F: 3 clusters Score -770761.3 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -771158.437500 Penalty: 10308.843750 Iteration 2F: 3 clusters Score -771158.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -771353.937500 Penalty: 10308.843750 Iteration 3Q: 3 clusters Score -771353.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -771494.750000 Penalty: 10308.843750 Iteration 4Q: 3 clusters Score -771494.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -771581.312500 Penalty: 10308.843750 Iteration 5Q: 3 clusters Score -771581.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -771650.250000 Penalty: 10308.843750 Iteration 6Q: 3 clusters Score -771650.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -771699.000000 Penalty: 10308.843750 Iteration 7Q: 3 clusters Score -771699 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -771725.250000 Penalty: 10308.843750 Iteration 8Q: 3 clusters Score -771725.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -771743.812500 Penalty: 10308.843750 Iteration 9Q: 3 clusters Score -771743.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -771762.687500 Penalty: 10308.843750 Iteration 10Q: 3 clusters Score -771762.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -771770.750000 Penalty: 10308.843750 Iteration 11Q: 3 clusters Score -771770.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -771776.125000 Penalty: 10308.843750 Iteration 12Q: 3 clusters Score -771776.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -771787.750000 Penalty: 10308.843750 Iteration 13Q: 3 clusters Score -771787.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -771794.187500 Penalty: 10308.843750 Iteration 14Q: 3 clusters Score -771794.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -771801.375000 Penalty: 10308.843750 Iteration 15Q: 3 clusters Score -771801.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -771806.750000 Penalty: 10308.843750 Iteration 16Q: 3 clusters Score -771806.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -771814.125000 Penalty: 10308.843750 Iteration 17Q: 3 clusters Score -771814.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -771818.562500 Penalty: 10308.843750 Iteration 18Q: 3 clusters Score -771818.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -771824.187500 Penalty: 10308.843750 Iteration 19Q: 3 clusters Score -771824.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -771832.062500 Penalty: 10308.843750 Iteration 20F: 3 clusters Score -771832.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -771834.687500 Penalty: 10308.843750 Iteration 21Q: 3 clusters Score -771834.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -771837.437500 Penalty: 10308.843750 Iteration 22Q: 3 clusters Score -771837.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -771838.625000 Penalty: 10308.843750 Iteration 23Q: 3 clusters Score -771838.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -771841.437500 Penalty: 10308.843750 Iteration 24Q: 3 clusters Score -771841.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -771843.437500 Penalty: 10308.843750 Iteration 25Q: 3 clusters Score -771843.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -771843.437500 Penalty: 10308.843750 Iteration 26F: 3 clusters Score -771843.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Entering Unmasked Estep Score: -336721.000000 Penalty: 4636.580566 Iteration 0F: 2 clusters Score -336721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -331744.937500 Penalty: 9273.161133 Iteration 0F: 3 clusters Score -331744.9 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -332530.500000 Penalty: 9273.161133 Iteration 1F: 3 clusters Score -332530.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -333518.718750 Penalty: 9273.161133 Iteration 2F: 3 clusters Score -333518.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -333861.875000 Penalty: 9273.161133 Iteration 3F: 3 clusters Score -333861.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -334077.937500 Penalty: 9273.161133 Iteration 4F: 3 clusters Score -334077.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -334247.656250 Penalty: 9273.161133 Iteration 5Q: 3 clusters Score -334247.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -334381.562500 Penalty: 9273.161133 Iteration 6Q: 3 clusters Score -334381.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -334487.125000 Penalty: 9273.161133 Iteration 7Q: 3 clusters Score -334487.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -334551.937500 Penalty: 9273.161133 Iteration 8Q: 3 clusters Score -334551.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -334604.281250 Penalty: 9273.161133 Iteration 9Q: 3 clusters Score -334604.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -334675.968750 Penalty: 9273.161133 Iteration 10Q: 3 clusters Score -334676 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -334731.843750 Penalty: 9273.161133 Iteration 11Q: 3 clusters Score -334731.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -334766.000000 Penalty: 9273.161133 Iteration 12Q: 3 clusters Score -334766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -334784.031250 Penalty: 9273.161133 Iteration 13Q: 3 clusters Score -334784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -334811.781250 Penalty: 9273.161133 Iteration 14Q: 3 clusters Score -334811.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -334835.125000 Penalty: 9273.161133 Iteration 15Q: 3 clusters Score -334835.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -334846.625000 Penalty: 9273.161133 Iteration 16Q: 3 clusters Score -334846.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -334851.968750 Penalty: 9273.161133 Iteration 17Q: 3 clusters Score -334852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -334856.375000 Penalty: 9273.161133 Iteration 18Q: 3 clusters Score -334856.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -334862.812500 Penalty: 9273.161133 Iteration 19Q: 3 clusters Score -334862.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -334875.406250 Penalty: 9273.161133 Iteration 20F: 3 clusters Score -334875.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -334882.312500 Penalty: 9273.161133 Iteration 21Q: 3 clusters Score -334882.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -334883.906250 Penalty: 9273.161133 Iteration 22Q: 3 clusters Score -334883.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -334886.281250 Penalty: 9273.161133 Iteration 23Q: 3 clusters Score -334886.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -334886.281250 Penalty: 9273.161133 Iteration 24F: 3 clusters Score -334886.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Entering Unmasked Estep Score: -3349787.000000 Penalty: 6029.061523 Iteration 0F: 2 clusters Score -3349787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -3333991.750000 Penalty: 12058.123047 Iteration 0F: 3 clusters Score -3333992 nChanged 7572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -3338074.500000 Penalty: 12058.123047 Iteration 1F: 3 clusters Score -3338074 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -3338757.000000 Penalty: 12058.123047 Iteration 2F: 3 clusters Score -3338757 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -3339231.250000 Penalty: 12058.123047 Iteration 3F: 3 clusters Score -3339231 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -3339646.000000 Penalty: 12058.123047 Iteration 4Q: 3 clusters Score -3339646 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -3340045.250000 Penalty: 12058.123047 Iteration 5Q: 3 clusters Score -3340045 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 10791 members Entering Unmasked Estep Score: -3340433.500000 Penalty: 12058.123047 Iteration 6Q: 3 clusters Score -3340434 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -3340811.250000 Penalty: 12058.123047 Iteration 7Q: 3 clusters Score -3340811 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -3341169.750000 Penalty: 12058.123047 Iteration 8Q: 3 clusters Score -3341170 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -3341505.000000 Penalty: 12058.123047 Iteration 9Q: 3 clusters Score -3341505 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -3341810.750000 Penalty: 12058.123047 Iteration 10Q: 3 clusters Score -3341811 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -3342098.500000 Penalty: 12058.123047 Iteration 11Q: 3 clusters Score -3342098 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -3342320.000000 Penalty: 12058.123047 Iteration 12Q: 3 clusters Score -3342320 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -3342484.500000 Penalty: 12058.123047 Iteration 13Q: 3 clusters Score -3342484 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -3342601.750000 Penalty: 12058.123047 Iteration 14Q: 3 clusters Score -3342602 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -3342718.250000 Penalty: 12058.123047 Iteration 15Q: 3 clusters Score -3342718 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -3342813.750000 Penalty: 12058.123047 Iteration 16Q: 3 clusters Score -3342814 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -3342898.500000 Penalty: 12058.123047 Iteration 17Q: 3 clusters Score -3342898 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -3342963.750000 Penalty: 12058.123047 Iteration 18Q: 3 clusters Score -3342964 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -3343039.000000 Penalty: 12058.123047 Iteration 19Q: 3 clusters Score -3343039 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -3343101.750000 Penalty: 12058.123047 Iteration 20F: 3 clusters Score -3343102 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -3343141.500000 Penalty: 12058.123047 Iteration 21Q: 3 clusters Score -3343142 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -3343166.750000 Penalty: 12058.123047 Iteration 22Q: 3 clusters Score -3343167 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -3343215.750000 Penalty: 12058.123047 Iteration 23Q: 3 clusters Score -3343216 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 13399 members Entering Unmasked Estep Score: -3343235.750000 Penalty: 12058.123047 Iteration 24Q: 3 clusters Score -3343236 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -3343269.000000 Penalty: 12058.123047 Iteration 25Q: 3 clusters Score -3343269 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -3343300.750000 Penalty: 12058.123047 Iteration 26Q: 3 clusters Score -3343301 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 13520 members Entering Unmasked Estep Score: -3343317.000000 Penalty: 12058.123047 Iteration 27Q: 3 clusters Score -3343317 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -3343347.750000 Penalty: 12058.123047 Iteration 28Q: 3 clusters Score -3343348 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -3343369.750000 Penalty: 12058.123047 Iteration 29Q: 3 clusters Score -3343370 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -3343392.250000 Penalty: 12058.123047 Iteration 30Q: 3 clusters Score -3343392 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -3343400.750000 Penalty: 12058.123047 Iteration 31Q: 3 clusters Score -3343401 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -3343416.750000 Penalty: 12058.123047 Iteration 32Q: 3 clusters Score -3343417 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -3343425.750000 Penalty: 12058.123047 Iteration 33Q: 3 clusters Score -3343426 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -3343434.000000 Penalty: 12058.123047 Iteration 34Q: 3 clusters Score -3343434 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -3343446.750000 Penalty: 12058.123047 Iteration 35Q: 3 clusters Score -3343447 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -3343459.000000 Penalty: 12058.123047 Iteration 36Q: 3 clusters Score -3343459 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -3343466.750000 Penalty: 12058.123047 Iteration 37Q: 3 clusters Score -3343467 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -3343477.750000 Penalty: 12058.123047 Iteration 38Q: 3 clusters Score -3343478 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -3343478.750000 Penalty: 12058.123047 Iteration 39Q: 3 clusters Score -3343479 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 13755 members Entering Unmasked Estep Score: -3343488.000000 Penalty: 12058.123047 Iteration 40F: 3 clusters Score -3343488 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -3343500.750000 Penalty: 12058.123047 Iteration 41Q: 3 clusters Score -3343501 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -3343503.500000 Penalty: 12058.123047 Iteration 42Q: 3 clusters Score -3343504 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -3343527.250000 Penalty: 12058.123047 Iteration 43Q: 3 clusters Score -3343527 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 13769 members Entering Unmasked Estep Score: -3343541.500000 Penalty: 12058.123047 Iteration 44Q: 3 clusters Score -3343542 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -3343557.750000 Penalty: 12058.123047 Iteration 45Q: 3 clusters Score -3343558 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -3343571.250000 Penalty: 12058.123047 Iteration 46Q: 3 clusters Score -3343571 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -3343588.000000 Penalty: 12058.123047 Iteration 47Q: 3 clusters Score -3343588 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 13804 members Entering Unmasked Estep Score: -3343616.250000 Penalty: 12058.123047 Iteration 48Q: 3 clusters Score -3343616 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 13802 members Entering Unmasked Estep Score: -3343627.500000 Penalty: 12058.123047 Iteration 49Q: 3 clusters Score -3343628 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 13791 members Entering Unmasked Estep Score: -3343650.000000 Penalty: 12058.123047 Iteration 50Q: 3 clusters Score -3343650 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -3343673.750000 Penalty: 12058.123047 Iteration 51Q: 3 clusters Score -3343674 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -3343693.250000 Penalty: 12058.123047 Iteration 52Q: 3 clusters Score -3343693 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 13776 members Entering Unmasked Estep Score: -3343720.750000 Penalty: 12058.123047 Iteration 53Q: 3 clusters Score -3343721 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -3343746.500000 Penalty: 12058.123047 Iteration 54Q: 3 clusters Score -3343746 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -3343759.750000 Penalty: 12058.123047 Iteration 55Q: 3 clusters Score -3343760 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -3343776.000000 Penalty: 12058.123047 Iteration 56Q: 3 clusters Score -3343776 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -3343792.750000 Penalty: 12058.123047 Iteration 57Q: 3 clusters Score -3343793 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -3343816.250000 Penalty: 12058.123047 Iteration 58Q: 3 clusters Score -3343816 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -3343836.000000 Penalty: 12058.123047 Iteration 59Q: 3 clusters Score -3343836 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -3343859.500000 Penalty: 12058.123047 Iteration 60F: 3 clusters Score -3343860 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -3343905.000000 Penalty: 12058.123047 Iteration 61Q: 3 clusters Score -3343905 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -3343946.500000 Penalty: 12058.123047 Iteration 62Q: 3 clusters Score -3343946 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 13566 members Entering Unmasked Estep Score: -3344001.500000 Penalty: 12058.123047 Iteration 63Q: 3 clusters Score -3344002 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -3344068.750000 Penalty: 12058.123047 Iteration 64Q: 3 clusters Score -3344069 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -3344133.250000 Penalty: 12058.123047 Iteration 65Q: 3 clusters Score -3344133 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -3344175.500000 Penalty: 12058.123047 Iteration 66Q: 3 clusters Score -3344176 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -3344210.500000 Penalty: 12058.123047 Iteration 67Q: 3 clusters Score -3344210 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -3344231.500000 Penalty: 12058.123047 Iteration 68Q: 3 clusters Score -3344232 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 13352 members Entering Unmasked Estep Score: -3344273.500000 Penalty: 12058.123047 Iteration 69Q: 3 clusters Score -3344274 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -3344320.750000 Penalty: 12058.123047 Iteration 70Q: 3 clusters Score -3344321 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 13317 members Entering Unmasked Estep Score: -3344328.750000 Penalty: 12058.123047 Iteration 71Q: 3 clusters Score -3344329 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -3344359.750000 Penalty: 12058.123047 Iteration 72Q: 3 clusters Score -3344360 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -3344382.750000 Penalty: 12058.123047 Iteration 73Q: 3 clusters Score -3344383 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -3344402.250000 Penalty: 12058.123047 Iteration 74Q: 3 clusters Score -3344402 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 13264 members Entering Unmasked Estep Score: -3344414.750000 Penalty: 12058.123047 Iteration 75Q: 3 clusters Score -3344415 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -3344424.750000 Penalty: 12058.123047 Iteration 76Q: 3 clusters Score -3344425 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -3344432.000000 Penalty: 12058.123047 Iteration 77Q: 3 clusters Score -3344432 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 13265 members Entering Unmasked Estep Score: -3344436.750000 Penalty: 12058.123047 Iteration 78Q: 3 clusters Score -3344437 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -3344452.250000 Penalty: 12058.123047 Iteration 79Q: 3 clusters Score -3344452 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -3344460.250000 Penalty: 12058.123047 Iteration 80F: 3 clusters Score -3344460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -3344463.000000 Penalty: 12058.123047 Iteration 81Q: 3 clusters Score -3344463 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -3344472.250000 Penalty: 12058.123047 Iteration 82Q: 3 clusters Score -3344472 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -3344473.250000 Penalty: 12058.123047 Iteration 83Q: 3 clusters Score -3344473 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 13219 members Entering Unmasked Estep Score: -3344482.000000 Penalty: 12058.123047 Iteration 84Q: 3 clusters Score -3344482 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -3344480.750000 Penalty: 12058.123047 Iteration 85Q: 3 clusters Score -3344481 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -3344484.250000 Penalty: 12058.123047 Iteration 86Q: 3 clusters Score -3344484 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -3344493.250000 Penalty: 12058.123047 Iteration 87Q: 3 clusters Score -3344493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -3344496.750000 Penalty: 12058.123047 Iteration 88Q: 3 clusters Score -3344497 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -3344501.250000 Penalty: 12058.123047 Iteration 89Q: 3 clusters Score -3344501 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -3344496.250000 Penalty: 12058.123047 Iteration 90Q: 3 clusters Score -3344496 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -3344503.250000 Penalty: 12058.123047 Iteration 91Q: 3 clusters Score -3344503 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -3344505.000000 Penalty: 12058.123047 Iteration 92Q: 3 clusters Score -3344505 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -3344521.250000 Penalty: 12058.123047 Iteration 93Q: 3 clusters Score -3344521 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -3344520.750000 Penalty: 12058.123047 Iteration 94Q: 3 clusters Score -3344521 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -3344523.000000 Penalty: 12058.123047 Iteration 95Q: 3 clusters Score -3344523 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -3344525.500000 Penalty: 12058.123047 Iteration 96Q: 3 clusters Score -3344526 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -3344523.500000 Penalty: 12058.123047 Iteration 97Q: 3 clusters Score -3344524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 13209 members Entering Unmasked Estep Score: -3344525.000000 Penalty: 12058.123047 Iteration 98Q: 3 clusters Score -3344525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -3344526.500000 Penalty: 12058.123047 Iteration 99Q: 3 clusters Score -3344526 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 13209 members Entering Unmasked Estep Score: -3344523.500000 Penalty: 12058.123047 Iteration 100F: 3 clusters Score -3344524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -3344524.000000 Penalty: 12058.123047 Iteration 101Q: 3 clusters Score -3344524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -3344524.000000 Penalty: 12058.123047 Iteration 102F: 3 clusters Score -3344524 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Entering Unmasked Estep Score: -73841.140625 Penalty: 3840.980469 Iteration 0F: 2 clusters Score -73841.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -70601.687500 Penalty: 7681.960938 Iteration 0F: 3 clusters Score -70601.69 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70916.906250 Penalty: 7681.960938 Iteration 1F: 3 clusters Score -70916.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -71001.148438 Penalty: 7681.960938 Iteration 2Q: 3 clusters Score -71001.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -71035.156250 Penalty: 7681.960938 Iteration 3Q: 3 clusters Score -71035.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -71059.796875 Penalty: 7681.960938 Iteration 4Q: 3 clusters Score -71059.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -71071.031250 Penalty: 7681.960938 Iteration 5Q: 3 clusters Score -71071.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -71071.031250 Penalty: 7681.960938 Iteration 6F: 3 clusters Score -71071.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Entering Unmasked Estep Score: -1066175.625000 Penalty: 5363.660645 Iteration 0F: 2 clusters Score -1066176 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1058196.000000 Penalty: 10727.321289 Iteration 0F: 3 clusters Score -1058196 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1059697.375000 Penalty: 10727.321289 Iteration 1F: 3 clusters Score -1059697 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -1060124.875000 Penalty: 10727.321289 Iteration 2F: 3 clusters Score -1060125 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1060400.500000 Penalty: 10727.321289 Iteration 3F: 3 clusters Score -1060400 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1060577.375000 Penalty: 10727.321289 Iteration 4Q: 3 clusters Score -1060577 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1060740.750000 Penalty: 10727.321289 Iteration 5Q: 3 clusters Score -1060741 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1060897.125000 Penalty: 10727.321289 Iteration 6Q: 3 clusters Score -1060897 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1061095.625000 Penalty: 10727.321289 Iteration 7Q: 3 clusters Score -1061096 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1061361.875000 Penalty: 10727.321289 Iteration 8Q: 3 clusters Score -1061362 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1061622.750000 Penalty: 10727.321289 Iteration 9Q: 3 clusters Score -1061623 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1061859.625000 Penalty: 10727.321289 Iteration 10Q: 3 clusters Score -1061860 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1062091.250000 Penalty: 10727.321289 Iteration 11Q: 3 clusters Score -1062091 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1062255.250000 Penalty: 10727.321289 Iteration 12Q: 3 clusters Score -1062255 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1062361.500000 Penalty: 10727.321289 Iteration 13Q: 3 clusters Score -1062362 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1062434.625000 Penalty: 10727.321289 Iteration 14Q: 3 clusters Score -1062435 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1062492.875000 Penalty: 10727.321289 Iteration 15Q: 3 clusters Score -1062493 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1062552.750000 Penalty: 10727.321289 Iteration 16Q: 3 clusters Score -1062553 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1062608.250000 Penalty: 10727.321289 Iteration 17Q: 3 clusters Score -1062608 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1062660.500000 Penalty: 10727.321289 Iteration 18Q: 3 clusters Score -1062660 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1062703.125000 Penalty: 10727.321289 Iteration 19Q: 3 clusters Score -1062703 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1062751.500000 Penalty: 10727.321289 Iteration 20F: 3 clusters Score -1062752 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1062786.500000 Penalty: 10727.321289 Iteration 21Q: 3 clusters Score -1062786 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1062816.125000 Penalty: 10727.321289 Iteration 22Q: 3 clusters Score -1062816 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1062851.000000 Penalty: 10727.321289 Iteration 23Q: 3 clusters Score -1062851 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1062876.375000 Penalty: 10727.321289 Iteration 24Q: 3 clusters Score -1062876 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1062891.375000 Penalty: 10727.321289 Iteration 25Q: 3 clusters Score -1062891 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1062906.750000 Penalty: 10727.321289 Iteration 26Q: 3 clusters Score -1062907 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1062928.750000 Penalty: 10727.321289 Iteration 27Q: 3 clusters Score -1062929 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1062951.000000 Penalty: 10727.321289 Iteration 28Q: 3 clusters Score -1062951 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1062970.625000 Penalty: 10727.321289 Iteration 29Q: 3 clusters Score -1062971 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1062984.625000 Penalty: 10727.321289 Iteration 30Q: 3 clusters Score -1062985 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -1062997.375000 Penalty: 10727.321289 Iteration 31Q: 3 clusters Score -1062997 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -1063009.750000 Penalty: 10727.321289 Iteration 32Q: 3 clusters Score -1063010 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1063022.625000 Penalty: 10727.321289 Iteration 33Q: 3 clusters Score -1063023 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1063030.250000 Penalty: 10727.321289 Iteration 34Q: 3 clusters Score -1063030 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1063036.000000 Penalty: 10727.321289 Iteration 35Q: 3 clusters Score -1063036 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1063040.750000 Penalty: 10727.321289 Iteration 36Q: 3 clusters Score -1063041 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1063050.750000 Penalty: 10727.321289 Iteration 37Q: 3 clusters Score -1063051 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1063051.000000 Penalty: 10727.321289 Iteration 38Q: 3 clusters Score -1063051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1063054.125000 Penalty: 10727.321289 Iteration 39Q: 3 clusters Score -1063054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1063057.000000 Penalty: 10727.321289 Iteration 40F: 3 clusters Score -1063057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1063056.875000 Penalty: 10727.321289 Iteration 41Q: 3 clusters Score -1063057 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1063056.875000 Penalty: 10727.321289 Iteration 42F: 3 clusters Score -1063057 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -78939.710938 Penalty: 3824.552246 Iteration 0F: 2 clusters Score -78939.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -75653.882812 Penalty: 7649.104492 Iteration 0F: 3 clusters Score -75653.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -75893.875000 Penalty: 7649.104492 Iteration 1F: 3 clusters Score -75893.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -75999.171875 Penalty: 7649.104492 Iteration 2Q: 3 clusters Score -75999.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -76028.242188 Penalty: 7649.104492 Iteration 3Q: 3 clusters Score -76028.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -76052.187500 Penalty: 7649.104492 Iteration 4Q: 3 clusters Score -76052.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -76052.187500 Penalty: 7649.104492 Iteration 5F: 3 clusters Score -76052.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -54251.621094 Penalty: 3573.821533 Iteration 0F: 2 clusters Score -54251.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -51206.253906 Penalty: 7147.643066 Iteration 0F: 3 clusters Score -51206.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -51285.203125 Penalty: 7147.643066 Iteration 1Q: 3 clusters Score -51285.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -51291.468750 Penalty: 7147.643066 Iteration 2Q: 3 clusters Score -51291.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -51291.468750 Penalty: 7147.643066 Iteration 3F: 3 clusters Score -51291.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Entering Unmasked Estep Score: -1555885.375000 Penalty: 5565.674805 Iteration 0F: 2 clusters Score -1555885 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1546375.000000 Penalty: 11131.349609 Iteration 0F: 3 clusters Score -1546375 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1548221.875000 Penalty: 11131.349609 Iteration 1F: 3 clusters Score -1548222 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1548644.625000 Penalty: 11131.349609 Iteration 2F: 3 clusters Score -1548645 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1548879.375000 Penalty: 11131.349609 Iteration 3Q: 3 clusters Score -1548879 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1549033.875000 Penalty: 11131.349609 Iteration 4Q: 3 clusters Score -1549034 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1549149.500000 Penalty: 11131.349609 Iteration 5Q: 3 clusters Score -1549150 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1549231.875000 Penalty: 11131.349609 Iteration 6Q: 3 clusters Score -1549232 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1549291.875000 Penalty: 11131.349609 Iteration 7Q: 3 clusters Score -1549292 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1549339.375000 Penalty: 11131.349609 Iteration 8Q: 3 clusters Score -1549339 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1549382.250000 Penalty: 11131.349609 Iteration 9Q: 3 clusters Score -1549382 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1549423.125000 Penalty: 11131.349609 Iteration 10Q: 3 clusters Score -1549423 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1549459.250000 Penalty: 11131.349609 Iteration 11Q: 3 clusters Score -1549459 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1549490.250000 Penalty: 11131.349609 Iteration 12Q: 3 clusters Score -1549490 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1549506.875000 Penalty: 11131.349609 Iteration 13Q: 3 clusters Score -1549507 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1549523.250000 Penalty: 11131.349609 Iteration 14Q: 3 clusters Score -1549523 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1549530.500000 Penalty: 11131.349609 Iteration 15Q: 3 clusters Score -1549530 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1549531.625000 Penalty: 11131.349609 Iteration 16Q: 3 clusters Score -1549532 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1549539.125000 Penalty: 11131.349609 Iteration 17Q: 3 clusters Score -1549539 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1549540.250000 Penalty: 11131.349609 Iteration 18Q: 3 clusters Score -1549540 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1549547.875000 Penalty: 11131.349609 Iteration 19Q: 3 clusters Score -1549548 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1549558.750000 Penalty: 11131.349609 Iteration 20F: 3 clusters Score -1549559 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1549562.625000 Penalty: 11131.349609 Iteration 21Q: 3 clusters Score -1549563 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1549571.375000 Penalty: 11131.349609 Iteration 22Q: 3 clusters Score -1549571 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1549577.875000 Penalty: 11131.349609 Iteration 23Q: 3 clusters Score -1549578 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1549585.875000 Penalty: 11131.349609 Iteration 24Q: 3 clusters Score -1549586 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1549597.250000 Penalty: 11131.349609 Iteration 25Q: 3 clusters Score -1549597 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1549604.625000 Penalty: 11131.349609 Iteration 26Q: 3 clusters Score -1549605 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1549613.375000 Penalty: 11131.349609 Iteration 27Q: 3 clusters Score -1549613 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1549621.375000 Penalty: 11131.349609 Iteration 28Q: 3 clusters Score -1549621 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1549630.375000 Penalty: 11131.349609 Iteration 29Q: 3 clusters Score -1549630 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1549641.500000 Penalty: 11131.349609 Iteration 30Q: 3 clusters Score -1549642 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -1549653.125000 Penalty: 11131.349609 Iteration 31Q: 3 clusters Score -1549653 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1549668.750000 Penalty: 11131.349609 Iteration 32Q: 3 clusters Score -1549669 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1549677.000000 Penalty: 11131.349609 Iteration 33Q: 3 clusters Score -1549677 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1549690.750000 Penalty: 11131.349609 Iteration 34Q: 3 clusters Score -1549691 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1549701.500000 Penalty: 11131.349609 Iteration 35Q: 3 clusters Score -1549702 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1549714.750000 Penalty: 11131.349609 Iteration 36Q: 3 clusters Score -1549715 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1549722.750000 Penalty: 11131.349609 Iteration 37Q: 3 clusters Score -1549723 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1549732.000000 Penalty: 11131.349609 Iteration 38Q: 3 clusters Score -1549732 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1549744.250000 Penalty: 11131.349609 Iteration 39Q: 3 clusters Score -1549744 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1549752.500000 Penalty: 11131.349609 Iteration 40F: 3 clusters Score -1549752 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1549761.750000 Penalty: 11131.349609 Iteration 41Q: 3 clusters Score -1549762 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1549769.750000 Penalty: 11131.349609 Iteration 42Q: 3 clusters Score -1549770 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1549781.375000 Penalty: 11131.349609 Iteration 43Q: 3 clusters Score -1549781 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1549789.000000 Penalty: 11131.349609 Iteration 44Q: 3 clusters Score -1549789 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1549803.250000 Penalty: 11131.349609 Iteration 45Q: 3 clusters Score -1549803 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1549814.125000 Penalty: 11131.349609 Iteration 46Q: 3 clusters Score -1549814 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -1549828.125000 Penalty: 11131.349609 Iteration 47Q: 3 clusters Score -1549828 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1549836.500000 Penalty: 11131.349609 Iteration 48Q: 3 clusters Score -1549836 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1549851.875000 Penalty: 11131.349609 Iteration 49Q: 3 clusters Score -1549852 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1549861.250000 Penalty: 11131.349609 Iteration 50Q: 3 clusters Score -1549861 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1549864.375000 Penalty: 11131.349609 Iteration 51Q: 3 clusters Score -1549864 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1549878.625000 Penalty: 11131.349609 Iteration 52Q: 3 clusters Score -1549879 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1549883.750000 Penalty: 11131.349609 Iteration 53Q: 3 clusters Score -1549884 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1549884.500000 Penalty: 11131.349609 Iteration 54Q: 3 clusters Score -1549884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1549887.250000 Penalty: 11131.349609 Iteration 55Q: 3 clusters Score -1549887 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1549895.375000 Penalty: 11131.349609 Iteration 56Q: 3 clusters Score -1549895 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1549899.250000 Penalty: 11131.349609 Iteration 57Q: 3 clusters Score -1549899 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1549906.500000 Penalty: 11131.349609 Iteration 58Q: 3 clusters Score -1549906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1549912.625000 Penalty: 11131.349609 Iteration 59Q: 3 clusters Score -1549913 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1549925.000000 Penalty: 11131.349609 Iteration 60F: 3 clusters Score -1549925 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1549937.250000 Penalty: 11131.349609 Iteration 61Q: 3 clusters Score -1549937 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1549938.000000 Penalty: 11131.349609 Iteration 62Q: 3 clusters Score -1549938 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1549951.000000 Penalty: 11131.349609 Iteration 63Q: 3 clusters Score -1549951 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1549954.250000 Penalty: 11131.349609 Iteration 64Q: 3 clusters Score -1549954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1549964.875000 Penalty: 11131.349609 Iteration 65Q: 3 clusters Score -1549965 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1549972.500000 Penalty: 11131.349609 Iteration 66Q: 3 clusters Score -1549972 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1549977.375000 Penalty: 11131.349609 Iteration 67Q: 3 clusters Score -1549977 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1549981.875000 Penalty: 11131.349609 Iteration 68Q: 3 clusters Score -1549982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1549987.875000 Penalty: 11131.349609 Iteration 69Q: 3 clusters Score -1549988 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1549993.875000 Penalty: 11131.349609 Iteration 70Q: 3 clusters Score -1549994 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1549997.625000 Penalty: 11131.349609 Iteration 71Q: 3 clusters Score -1549998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1550000.125000 Penalty: 11131.349609 Iteration 72Q: 3 clusters Score -1550000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1550000.125000 Penalty: 11131.349609 Iteration 73Q: 3 clusters Score -1550000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1550001.250000 Penalty: 11131.349609 Iteration 74Q: 3 clusters Score -1550001 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1550007.000000 Penalty: 11131.349609 Iteration 75Q: 3 clusters Score -1550007 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1550005.125000 Penalty: 11131.349609 Iteration 76Q: 3 clusters Score -1550005 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1550008.250000 Penalty: 11131.349609 Iteration 77Q: 3 clusters Score -1550008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -1550009.500000 Penalty: 11131.349609 Iteration 78Q: 3 clusters Score -1550010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1550014.375000 Penalty: 11131.349609 Iteration 79Q: 3 clusters Score -1550014 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1550019.000000 Penalty: 11131.349609 Iteration 80F: 3 clusters Score -1550019 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1550024.125000 Penalty: 11131.349609 Iteration 81Q: 3 clusters Score -1550024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1550025.125000 Penalty: 11131.349609 Iteration 82Q: 3 clusters Score -1550025 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1550030.625000 Penalty: 11131.349609 Iteration 83Q: 3 clusters Score -1550031 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1550026.750000 Penalty: 11131.349609 Iteration 84Q: 3 clusters Score -1550027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1550028.375000 Penalty: 11131.349609 Iteration 85Q: 3 clusters Score -1550028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1550028.250000 Penalty: 11131.349609 Iteration 86Q: 3 clusters Score -1550028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1550026.625000 Penalty: 11131.349609 Iteration 87Q: 3 clusters Score -1550027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1550032.375000 Penalty: 11131.349609 Iteration 88Q: 3 clusters Score -1550032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1550029.625000 Penalty: 11131.349609 Iteration 89Q: 3 clusters Score -1550030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1550029.125000 Penalty: 11131.349609 Iteration 90Q: 3 clusters Score -1550029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1550033.750000 Penalty: 11131.349609 Iteration 91Q: 3 clusters Score -1550034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1550033.750000 Penalty: 11131.349609 Iteration 92Q: 3 clusters Score -1550034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1550033.625000 Penalty: 11131.349609 Iteration 93Q: 3 clusters Score -1550034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1550032.625000 Penalty: 11131.349609 Iteration 94Q: 3 clusters Score -1550033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1550035.500000 Penalty: 11131.349609 Iteration 95Q: 3 clusters Score -1550036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1550036.125000 Penalty: 11131.349609 Iteration 96Q: 3 clusters Score -1550036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1550036.125000 Penalty: 11131.349609 Iteration 97Q: 3 clusters Score -1550036 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1550036.125000 Penalty: 11131.349609 Iteration 98F: 3 clusters Score -1550036 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (100028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100028 members Entering Unmasked Estep Score: -17824408.000000 Penalty: 7051.838379 Iteration 0F: 2 clusters Score -1.782441e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50313 members Mstep: Class 2 contains 49715 members Entering Unmasked Estep Score: -17756068.000000 Penalty: 14103.676758 Iteration 0F: 3 clusters Score -1.775607e+07 nChanged 45773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52492 members Mstep: Class 2 contains 47536 members Entering Unmasked Estep Score: -17781130.000000 Penalty: 14103.676758 Iteration 1F: 3 clusters Score -1.778113e+07 nChanged 4271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53925 members Mstep: Class 2 contains 46103 members Entering Unmasked Estep Score: -17782344.000000 Penalty: 14103.676758 Iteration 2Q: 3 clusters Score -1.778234e+07 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56175 members Mstep: Class 2 contains 43853 members Entering Unmasked Estep Score: -17783776.000000 Penalty: 14103.676758 Iteration 3Q: 3 clusters Score -1.778378e+07 nChanged 4388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59393 members Mstep: Class 2 contains 40635 members Entering Unmasked Estep Score: -17785376.000000 Penalty: 14103.676758 Iteration 4Q: 3 clusters Score -1.778538e+07 nChanged 5089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63830 members Mstep: Class 2 contains 36198 members Entering Unmasked Estep Score: -17787994.000000 Penalty: 14103.676758 Iteration 5F: 3 clusters Score -1.778799e+07 nChanged 6471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69885 members Mstep: Class 2 contains 30143 members Entering Unmasked Estep Score: -17792258.000000 Penalty: 14103.676758 Iteration 6F: 3 clusters Score -1.779226e+07 nChanged 7563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77168 members Mstep: Class 2 contains 22860 members Entering Unmasked Estep Score: -17798266.000000 Penalty: 14103.676758 Iteration 7F: 3 clusters Score -1.779827e+07 nChanged 7717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84691 members Mstep: Class 2 contains 15337 members Entering Unmasked Estep Score: -17805274.000000 Penalty: 14103.676758 Iteration 8F: 3 clusters Score -1.780527e+07 nChanged 6188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90751 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -17810760.000000 Penalty: 14103.676758 Iteration 9F: 3 clusters Score -1.781076e+07 nChanged 3959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94668 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -17814030.000000 Penalty: 14103.676758 Iteration 10Q: 3 clusters Score -1.781403e+07 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96892 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -17815946.000000 Penalty: 14103.676758 Iteration 11Q: 3 clusters Score -1.781595e+07 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97998 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -17816880.000000 Penalty: 14103.676758 Iteration 12Q: 3 clusters Score -1.781688e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98519 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -17817330.000000 Penalty: 14103.676758 Iteration 13Q: 3 clusters Score -1.781733e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98788 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -17817630.000000 Penalty: 14103.676758 Iteration 14Q: 3 clusters Score -1.781763e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98910 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -17817750.000000 Penalty: 14103.676758 Iteration 15Q: 3 clusters Score -1.781775e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98991 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -17817822.000000 Penalty: 14103.676758 Iteration 16Q: 3 clusters Score -1.781782e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99039 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -17817880.000000 Penalty: 14103.676758 Iteration 17Q: 3 clusters Score -1.781788e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99079 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -17817932.000000 Penalty: 14103.676758 Iteration 18Q: 3 clusters Score -1.781793e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99112 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -17817968.000000 Penalty: 14103.676758 Iteration 19Q: 3 clusters Score -1.781797e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99139 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -17818014.000000 Penalty: 14103.676758 Iteration 20F: 3 clusters Score -1.781801e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99150 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -17818038.000000 Penalty: 14103.676758 Iteration 21Q: 3 clusters Score -1.781804e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99163 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -17818060.000000 Penalty: 14103.676758 Iteration 22Q: 3 clusters Score -1.781806e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99168 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -17818064.000000 Penalty: 14103.676758 Iteration 23Q: 3 clusters Score -1.781806e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99180 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -17818082.000000 Penalty: 14103.676758 Iteration 24Q: 3 clusters Score -1.781808e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99192 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -17818100.000000 Penalty: 14103.676758 Iteration 25Q: 3 clusters Score -1.78181e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99196 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -17818120.000000 Penalty: 14103.676758 Iteration 26Q: 3 clusters Score -1.781812e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99201 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -17818118.000000 Penalty: 14103.676758 Iteration 27Q: 3 clusters Score -1.781812e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99204 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -17818144.000000 Penalty: 14103.676758 Iteration 28Q: 3 clusters Score -1.781814e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99206 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -17818146.000000 Penalty: 14103.676758 Iteration 29Q: 3 clusters Score -1.781815e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99208 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -17818158.000000 Penalty: 14103.676758 Iteration 30Q: 3 clusters Score -1.781816e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99210 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -17818158.000000 Penalty: 14103.676758 Iteration 31Q: 3 clusters Score -1.781816e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99211 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -17818146.000000 Penalty: 14103.676758 Iteration 32Q: 3 clusters Score -1.781815e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99211 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -17818146.000000 Penalty: 14103.676758 Iteration 33F: 3 clusters Score -1.781815e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Entering Unmasked Estep Score: -1070374.625000 Penalty: 5334.850586 Iteration 0F: 2 clusters Score -1070375 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1062611.750000 Penalty: 10669.701172 Iteration 0F: 3 clusters Score -1062612 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1063992.125000 Penalty: 10669.701172 Iteration 1F: 3 clusters Score -1063992 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1064335.750000 Penalty: 10669.701172 Iteration 2F: 3 clusters Score -1064336 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1064519.250000 Penalty: 10669.701172 Iteration 3Q: 3 clusters Score -1064519 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1064628.250000 Penalty: 10669.701172 Iteration 4Q: 3 clusters Score -1064628 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1064708.250000 Penalty: 10669.701172 Iteration 5Q: 3 clusters Score -1064708 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1064754.875000 Penalty: 10669.701172 Iteration 6Q: 3 clusters Score -1064755 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1064797.375000 Penalty: 10669.701172 Iteration 7Q: 3 clusters Score -1064797 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1064830.875000 Penalty: 10669.701172 Iteration 8Q: 3 clusters Score -1064831 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1064861.375000 Penalty: 10669.701172 Iteration 9Q: 3 clusters Score -1064861 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1064890.625000 Penalty: 10669.701172 Iteration 10Q: 3 clusters Score -1064891 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1064908.500000 Penalty: 10669.701172 Iteration 11Q: 3 clusters Score -1064908 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1064920.250000 Penalty: 10669.701172 Iteration 12Q: 3 clusters Score -1064920 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1064928.750000 Penalty: 10669.701172 Iteration 13Q: 3 clusters Score -1064929 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1064938.625000 Penalty: 10669.701172 Iteration 14Q: 3 clusters Score -1064939 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1064953.000000 Penalty: 10669.701172 Iteration 15Q: 3 clusters Score -1064953 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -1064963.625000 Penalty: 10669.701172 Iteration 16Q: 3 clusters Score -1064964 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1064972.000000 Penalty: 10669.701172 Iteration 17Q: 3 clusters Score -1064972 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1064983.875000 Penalty: 10669.701172 Iteration 18Q: 3 clusters Score -1064984 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1064995.625000 Penalty: 10669.701172 Iteration 19Q: 3 clusters Score -1064996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1065003.750000 Penalty: 10669.701172 Iteration 20F: 3 clusters Score -1065004 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1065013.250000 Penalty: 10669.701172 Iteration 21Q: 3 clusters Score -1065013 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -1065028.375000 Penalty: 10669.701172 Iteration 22Q: 3 clusters Score -1065028 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1065040.625000 Penalty: 10669.701172 Iteration 23Q: 3 clusters Score -1065041 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1065045.750000 Penalty: 10669.701172 Iteration 24Q: 3 clusters Score -1065046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1065052.625000 Penalty: 10669.701172 Iteration 25Q: 3 clusters Score -1065053 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1065057.375000 Penalty: 10669.701172 Iteration 26Q: 3 clusters Score -1065057 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -1065062.500000 Penalty: 10669.701172 Iteration 27Q: 3 clusters Score -1065062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1065068.500000 Penalty: 10669.701172 Iteration 28Q: 3 clusters Score -1065068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1065074.250000 Penalty: 10669.701172 Iteration 29Q: 3 clusters Score -1065074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -1065077.750000 Penalty: 10669.701172 Iteration 30Q: 3 clusters Score -1065078 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1065082.500000 Penalty: 10669.701172 Iteration 31Q: 3 clusters Score -1065082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1065085.625000 Penalty: 10669.701172 Iteration 32Q: 3 clusters Score -1065086 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1065094.875000 Penalty: 10669.701172 Iteration 33Q: 3 clusters Score -1065095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1065099.875000 Penalty: 10669.701172 Iteration 34Q: 3 clusters Score -1065100 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1065107.000000 Penalty: 10669.701172 Iteration 35Q: 3 clusters Score -1065107 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1065117.750000 Penalty: 10669.701172 Iteration 36Q: 3 clusters Score -1065118 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1065124.875000 Penalty: 10669.701172 Iteration 37Q: 3 clusters Score -1065125 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1065132.875000 Penalty: 10669.701172 Iteration 38Q: 3 clusters Score -1065133 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -1065138.500000 Penalty: 10669.701172 Iteration 39Q: 3 clusters Score -1065138 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1065143.750000 Penalty: 10669.701172 Iteration 40F: 3 clusters Score -1065144 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1065153.125000 Penalty: 10669.701172 Iteration 41Q: 3 clusters Score -1065153 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1065161.125000 Penalty: 10669.701172 Iteration 42Q: 3 clusters Score -1065161 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1065167.250000 Penalty: 10669.701172 Iteration 43Q: 3 clusters Score -1065167 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1065173.500000 Penalty: 10669.701172 Iteration 44Q: 3 clusters Score -1065174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1065180.500000 Penalty: 10669.701172 Iteration 45Q: 3 clusters Score -1065180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1065189.000000 Penalty: 10669.701172 Iteration 46Q: 3 clusters Score -1065189 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1065192.250000 Penalty: 10669.701172 Iteration 47Q: 3 clusters Score -1065192 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1065199.375000 Penalty: 10669.701172 Iteration 48Q: 3 clusters Score -1065199 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1065211.125000 Penalty: 10669.701172 Iteration 49Q: 3 clusters Score -1065211 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1065218.875000 Penalty: 10669.701172 Iteration 50Q: 3 clusters Score -1065219 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1065226.125000 Penalty: 10669.701172 Iteration 51Q: 3 clusters Score -1065226 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -1065233.500000 Penalty: 10669.701172 Iteration 52Q: 3 clusters Score -1065234 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1065241.000000 Penalty: 10669.701172 Iteration 53Q: 3 clusters Score -1065241 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1065253.750000 Penalty: 10669.701172 Iteration 54Q: 3 clusters Score -1065254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1065261.500000 Penalty: 10669.701172 Iteration 55Q: 3 clusters Score -1065262 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1065272.500000 Penalty: 10669.701172 Iteration 56Q: 3 clusters Score -1065272 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1065284.500000 Penalty: 10669.701172 Iteration 57Q: 3 clusters Score -1065284 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1065295.875000 Penalty: 10669.701172 Iteration 58Q: 3 clusters Score -1065296 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1065311.750000 Penalty: 10669.701172 Iteration 59Q: 3 clusters Score -1065312 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1065328.625000 Penalty: 10669.701172 Iteration 60F: 3 clusters Score -1065329 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -1065348.500000 Penalty: 10669.701172 Iteration 61Q: 3 clusters Score -1065348 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -1065371.375000 Penalty: 10669.701172 Iteration 62Q: 3 clusters Score -1065371 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1065393.000000 Penalty: 10669.701172 Iteration 63Q: 3 clusters Score -1065393 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1065421.000000 Penalty: 10669.701172 Iteration 64Q: 3 clusters Score -1065421 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1065452.875000 Penalty: 10669.701172 Iteration 65Q: 3 clusters Score -1065453 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1065481.500000 Penalty: 10669.701172 Iteration 66Q: 3 clusters Score -1065482 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1065515.375000 Penalty: 10669.701172 Iteration 67Q: 3 clusters Score -1065515 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1065549.500000 Penalty: 10669.701172 Iteration 68Q: 3 clusters Score -1065550 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1065599.125000 Penalty: 10669.701172 Iteration 69Q: 3 clusters Score -1065599 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1065643.375000 Penalty: 10669.701172 Iteration 70Q: 3 clusters Score -1065643 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1065699.125000 Penalty: 10669.701172 Iteration 71Q: 3 clusters Score -1065699 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1065758.750000 Penalty: 10669.701172 Iteration 72Q: 3 clusters Score -1065759 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1065810.000000 Penalty: 10669.701172 Iteration 73Q: 3 clusters Score -1065810 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1065873.750000 Penalty: 10669.701172 Iteration 74Q: 3 clusters Score -1065874 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1065947.250000 Penalty: 10669.701172 Iteration 75Q: 3 clusters Score -1065947 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1066039.000000 Penalty: 10669.701172 Iteration 76Q: 3 clusters Score -1066039 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -1066132.250000 Penalty: 10669.701172 Iteration 77Q: 3 clusters Score -1066132 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1066210.750000 Penalty: 10669.701172 Iteration 78Q: 3 clusters Score -1066211 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1066272.000000 Penalty: 10669.701172 Iteration 79Q: 3 clusters Score -1066272 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1066326.375000 Penalty: 10669.701172 Iteration 80F: 3 clusters Score -1066326 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1066371.750000 Penalty: 10669.701172 Iteration 81Q: 3 clusters Score -1066372 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1066417.125000 Penalty: 10669.701172 Iteration 82Q: 3 clusters Score -1066417 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1066451.875000 Penalty: 10669.701172 Iteration 83Q: 3 clusters Score -1066452 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1066470.000000 Penalty: 10669.701172 Iteration 84Q: 3 clusters Score -1066470 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1066481.625000 Penalty: 10669.701172 Iteration 85Q: 3 clusters Score -1066482 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1066492.250000 Penalty: 10669.701172 Iteration 86Q: 3 clusters Score -1066492 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1066500.500000 Penalty: 10669.701172 Iteration 87Q: 3 clusters Score -1066500 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1066507.125000 Penalty: 10669.701172 Iteration 88Q: 3 clusters Score -1066507 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1066515.000000 Penalty: 10669.701172 Iteration 89Q: 3 clusters Score -1066515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1066519.625000 Penalty: 10669.701172 Iteration 90Q: 3 clusters Score -1066520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1066521.750000 Penalty: 10669.701172 Iteration 91Q: 3 clusters Score -1066522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1066525.250000 Penalty: 10669.701172 Iteration 92Q: 3 clusters Score -1066525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1066529.000000 Penalty: 10669.701172 Iteration 93Q: 3 clusters Score -1066529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1066528.000000 Penalty: 10669.701172 Iteration 94Q: 3 clusters Score -1066528 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1066528.875000 Penalty: 10669.701172 Iteration 95Q: 3 clusters Score -1066529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1066529.125000 Penalty: 10669.701172 Iteration 96Q: 3 clusters Score -1066529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1066529.375000 Penalty: 10669.701172 Iteration 97Q: 3 clusters Score -1066529 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1066529.375000 Penalty: 10669.701172 Iteration 98F: 3 clusters Score -1066529 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (24040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24040 members Entering Unmasked Estep Score: -4151974.750000 Penalty: 6178.578125 Iteration 0F: 2 clusters Score -4151975 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -4132932.750000 Penalty: 12357.156250 Iteration 0F: 3 clusters Score -4132933 nChanged 9956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -4138462.000000 Penalty: 12357.156250 Iteration 1F: 3 clusters Score -4138462 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -4139686.750000 Penalty: 12357.156250 Iteration 2F: 3 clusters Score -4139687 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -4140917.500000 Penalty: 12357.156250 Iteration 3F: 3 clusters Score -4140918 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13758 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -4142280.250000 Penalty: 12357.156250 Iteration 4F: 3 clusters Score -4142280 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14886 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -4143832.500000 Penalty: 12357.156250 Iteration 5F: 3 clusters Score -4143832 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16218 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -4145435.750000 Penalty: 12357.156250 Iteration 6F: 3 clusters Score -4145436 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -4146931.500000 Penalty: 12357.156250 Iteration 7F: 3 clusters Score -4146932 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -4148044.000000 Penalty: 12357.156250 Iteration 8F: 3 clusters Score -4148044 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19501 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -4148682.000000 Penalty: 12357.156250 Iteration 9Q: 3 clusters Score -4148682 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20084 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -4149127.250000 Penalty: 12357.156250 Iteration 10Q: 3 clusters Score -4149127 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20503 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -4149418.250000 Penalty: 12357.156250 Iteration 11Q: 3 clusters Score -4149418 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20800 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -4149632.250000 Penalty: 12357.156250 Iteration 12Q: 3 clusters Score -4149632 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -4149803.750000 Penalty: 12357.156250 Iteration 13Q: 3 clusters Score -4149804 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21237 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -4149926.250000 Penalty: 12357.156250 Iteration 14Q: 3 clusters Score -4149926 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21398 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -4150038.500000 Penalty: 12357.156250 Iteration 15Q: 3 clusters Score -4150038 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21516 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -4150099.000000 Penalty: 12357.156250 Iteration 16Q: 3 clusters Score -4150099 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -4150142.500000 Penalty: 12357.156250 Iteration 17Q: 3 clusters Score -4150142 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21664 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -4150175.500000 Penalty: 12357.156250 Iteration 18Q: 3 clusters Score -4150176 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21716 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -4150196.750000 Penalty: 12357.156250 Iteration 19Q: 3 clusters Score -4150197 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21748 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -4150213.500000 Penalty: 12357.156250 Iteration 20F: 3 clusters Score -4150214 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21762 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -4150226.750000 Penalty: 12357.156250 Iteration 21Q: 3 clusters Score -4150227 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21772 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -4150224.250000 Penalty: 12357.156250 Iteration 22Q: 3 clusters Score -4150224 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21783 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -4150231.500000 Penalty: 12357.156250 Iteration 23Q: 3 clusters Score -4150232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21793 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -4150229.750000 Penalty: 12357.156250 Iteration 24Q: 3 clusters Score -4150230 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21803 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -4150247.750000 Penalty: 12357.156250 Iteration 25Q: 3 clusters Score -4150248 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21813 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -4150244.750000 Penalty: 12357.156250 Iteration 26Q: 3 clusters Score -4150245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21820 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -4150250.250000 Penalty: 12357.156250 Iteration 27Q: 3 clusters Score -4150250 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21831 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -4150265.250000 Penalty: 12357.156250 Iteration 28Q: 3 clusters Score -4150265 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21835 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -4150262.750000 Penalty: 12357.156250 Iteration 29Q: 3 clusters Score -4150263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21844 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -4150266.000000 Penalty: 12357.156250 Iteration 30Q: 3 clusters Score -4150266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21848 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -4150263.250000 Penalty: 12357.156250 Iteration 31Q: 3 clusters Score -4150263 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21855 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -4150272.750000 Penalty: 12357.156250 Iteration 32Q: 3 clusters Score -4150273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21856 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -4150277.250000 Penalty: 12357.156250 Iteration 33Q: 3 clusters Score -4150277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21856 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -4150277.250000 Penalty: 12357.156250 Iteration 34F: 3 clusters Score -4150277 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Entering Unmasked Estep Score: -203893.359375 Penalty: 4396.391602 Iteration 0F: 2 clusters Score -203893.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -199543.312500 Penalty: 8792.783203 Iteration 0F: 3 clusters Score -199543.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -200242.156250 Penalty: 8792.783203 Iteration 1F: 3 clusters Score -200242.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -200713.937500 Penalty: 8792.783203 Iteration 2F: 3 clusters Score -200713.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -201254.875000 Penalty: 8792.783203 Iteration 3F: 3 clusters Score -201254.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -201639.609375 Penalty: 8792.783203 Iteration 4F: 3 clusters Score -201639.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -202053.187500 Penalty: 8792.783203 Iteration 5F: 3 clusters Score -202053.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -202411.968750 Penalty: 8792.783203 Iteration 6Q: 3 clusters Score -202412 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -202718.562500 Penalty: 8792.783203 Iteration 7Q: 3 clusters Score -202718.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -203008.359375 Penalty: 8792.783203 Iteration 8Q: 3 clusters Score -203008.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -203103.796875 Penalty: 8792.783203 Iteration 9Q: 3 clusters Score -203103.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -203144.937500 Penalty: 8792.783203 Iteration 10Q: 3 clusters Score -203144.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -203148.828125 Penalty: 8792.783203 Iteration 11Q: 3 clusters Score -203148.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -203154.265625 Penalty: 8792.783203 Iteration 12Q: 3 clusters Score -203154.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -203160.437500 Penalty: 8792.783203 Iteration 13Q: 3 clusters Score -203160.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -203169.671875 Penalty: 8792.783203 Iteration 14Q: 3 clusters Score -203169.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -203178.421875 Penalty: 8792.783203 Iteration 15Q: 3 clusters Score -203178.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -203178.421875 Penalty: 8792.783203 Iteration 16F: 3 clusters Score -203178.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (42977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42977 members Entering Unmasked Estep Score: -7657833.000000 Penalty: 6534.407715 Iteration 0F: 2 clusters Score -7657833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21651 members Mstep: Class 2 contains 21326 members Entering Unmasked Estep Score: -7626621.000000 Penalty: 13068.815430 Iteration 0F: 3 clusters Score -7626621 nChanged 18676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22235 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -7636588.000000 Penalty: 13068.815430 Iteration 1F: 3 clusters Score -7636588 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22574 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -7637378.500000 Penalty: 13068.815430 Iteration 2F: 3 clusters Score -7637378 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23078 members Mstep: Class 2 contains 19899 members Entering Unmasked Estep Score: -7637992.500000 Penalty: 13068.815430 Iteration 3Q: 3 clusters Score -7637992 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23659 members Mstep: Class 2 contains 19318 members Entering Unmasked Estep Score: -7638475.000000 Penalty: 13068.815430 Iteration 4Q: 3 clusters Score -7638475 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24395 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -7638932.000000 Penalty: 13068.815430 Iteration 5Q: 3 clusters Score -7638932 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25366 members Mstep: Class 2 contains 17611 members Entering Unmasked Estep Score: -7639445.000000 Penalty: 13068.815430 Iteration 6Q: 3 clusters Score -7639445 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26571 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -7640001.000000 Penalty: 13068.815430 Iteration 7Q: 3 clusters Score -7640001 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28083 members Mstep: Class 2 contains 14894 members Entering Unmasked Estep Score: -7640725.500000 Penalty: 13068.815430 Iteration 8Q: 3 clusters Score -7640726 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29992 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -7641817.500000 Penalty: 13068.815430 Iteration 9Q: 3 clusters Score -7641818 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32298 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -7643362.000000 Penalty: 13068.815430 Iteration 10F: 3 clusters Score -7643362 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34889 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -7645396.500000 Penalty: 13068.815430 Iteration 11F: 3 clusters Score -7645396 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37485 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -7647722.500000 Penalty: 13068.815430 Iteration 12F: 3 clusters Score -7647722 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39495 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -7649511.000000 Penalty: 13068.815430 Iteration 13Q: 3 clusters Score -7649511 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40739 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -7650739.500000 Penalty: 13068.815430 Iteration 14Q: 3 clusters Score -7650740 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41365 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -7651358.500000 Penalty: 13068.815430 Iteration 15Q: 3 clusters Score -7651358 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41687 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -7651667.500000 Penalty: 13068.815430 Iteration 16Q: 3 clusters Score -7651668 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41856 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -7651840.500000 Penalty: 13068.815430 Iteration 17Q: 3 clusters Score -7651840 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41935 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -7651915.000000 Penalty: 13068.815430 Iteration 18Q: 3 clusters Score -7651915 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41978 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -7651969.500000 Penalty: 13068.815430 Iteration 19Q: 3 clusters Score -7651970 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42017 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -7652038.000000 Penalty: 13068.815430 Iteration 20F: 3 clusters Score -7652038 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42048 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -7652068.500000 Penalty: 13068.815430 Iteration 21Q: 3 clusters Score -7652068 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42074 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -7652087.000000 Penalty: 13068.815430 Iteration 22Q: 3 clusters Score -7652087 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42087 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -7652118.500000 Penalty: 13068.815430 Iteration 23Q: 3 clusters Score -7652118 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42105 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -7652134.000000 Penalty: 13068.815430 Iteration 24Q: 3 clusters Score -7652134 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42122 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -7652171.500000 Penalty: 13068.815430 Iteration 25Q: 3 clusters Score -7652172 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42134 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -7652188.000000 Penalty: 13068.815430 Iteration 26Q: 3 clusters Score -7652188 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42145 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -7652213.000000 Penalty: 13068.815430 Iteration 27Q: 3 clusters Score -7652213 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42150 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -7652234.500000 Penalty: 13068.815430 Iteration 28Q: 3 clusters Score -7652234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42153 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -7652229.000000 Penalty: 13068.815430 Iteration 29Q: 3 clusters Score -7652229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42154 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -7652231.000000 Penalty: 13068.815430 Iteration 30Q: 3 clusters Score -7652231 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42155 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -7652239.500000 Penalty: 13068.815430 Iteration 31Q: 3 clusters Score -7652240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42159 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -7652249.500000 Penalty: 13068.815430 Iteration 32Q: 3 clusters Score -7652250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42164 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -7652253.500000 Penalty: 13068.815430 Iteration 33Q: 3 clusters Score -7652254 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42168 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -7652254.000000 Penalty: 13068.815430 Iteration 34Q: 3 clusters Score -7652254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42169 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -7652257.500000 Penalty: 13068.815430 Iteration 35Q: 3 clusters Score -7652258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42169 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -7652257.500000 Penalty: 13068.815430 Iteration 36F: 3 clusters Score -7652258 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Entering Unmasked Estep Score: -1414072.875000 Penalty: 5501.818848 Iteration 0F: 2 clusters Score -1414073 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1405056.125000 Penalty: 11003.637695 Iteration 0F: 3 clusters Score -1405056 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1406811.500000 Penalty: 11003.637695 Iteration 1F: 3 clusters Score -1406812 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1407186.500000 Penalty: 11003.637695 Iteration 2F: 3 clusters Score -1407186 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1407407.625000 Penalty: 11003.637695 Iteration 3Q: 3 clusters Score -1407408 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1407552.375000 Penalty: 11003.637695 Iteration 4Q: 3 clusters Score -1407552 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1407644.250000 Penalty: 11003.637695 Iteration 5Q: 3 clusters Score -1407644 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1407710.500000 Penalty: 11003.637695 Iteration 6Q: 3 clusters Score -1407710 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1407753.500000 Penalty: 11003.637695 Iteration 7Q: 3 clusters Score -1407754 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1407798.000000 Penalty: 11003.637695 Iteration 8Q: 3 clusters Score -1407798 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1407829.750000 Penalty: 11003.637695 Iteration 9Q: 3 clusters Score -1407830 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1407847.250000 Penalty: 11003.637695 Iteration 10Q: 3 clusters Score -1407847 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1407864.000000 Penalty: 11003.637695 Iteration 11Q: 3 clusters Score -1407864 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1407886.125000 Penalty: 11003.637695 Iteration 12Q: 3 clusters Score -1407886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1407894.750000 Penalty: 11003.637695 Iteration 13Q: 3 clusters Score -1407895 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1407907.750000 Penalty: 11003.637695 Iteration 14Q: 3 clusters Score -1407908 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1407920.875000 Penalty: 11003.637695 Iteration 15Q: 3 clusters Score -1407921 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1407933.750000 Penalty: 11003.637695 Iteration 16Q: 3 clusters Score -1407934 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1407940.750000 Penalty: 11003.637695 Iteration 17Q: 3 clusters Score -1407941 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1407948.875000 Penalty: 11003.637695 Iteration 18Q: 3 clusters Score -1407949 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -1407958.875000 Penalty: 11003.637695 Iteration 19Q: 3 clusters Score -1407959 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1407965.750000 Penalty: 11003.637695 Iteration 20F: 3 clusters Score -1407966 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1407977.375000 Penalty: 11003.637695 Iteration 21Q: 3 clusters Score -1407977 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1407983.000000 Penalty: 11003.637695 Iteration 22Q: 3 clusters Score -1407983 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1407992.875000 Penalty: 11003.637695 Iteration 23Q: 3 clusters Score -1407993 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1407996.250000 Penalty: 11003.637695 Iteration 24Q: 3 clusters Score -1407996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1407998.125000 Penalty: 11003.637695 Iteration 25Q: 3 clusters Score -1407998 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1408004.750000 Penalty: 11003.637695 Iteration 26Q: 3 clusters Score -1408005 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1408006.000000 Penalty: 11003.637695 Iteration 27Q: 3 clusters Score -1408006 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1408013.750000 Penalty: 11003.637695 Iteration 28Q: 3 clusters Score -1408014 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1408021.625000 Penalty: 11003.637695 Iteration 29Q: 3 clusters Score -1408022 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1408021.250000 Penalty: 11003.637695 Iteration 30Q: 3 clusters Score -1408021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1408021.500000 Penalty: 11003.637695 Iteration 31Q: 3 clusters Score -1408022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1408026.125000 Penalty: 11003.637695 Iteration 32Q: 3 clusters Score -1408026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1408028.250000 Penalty: 11003.637695 Iteration 33Q: 3 clusters Score -1408028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1408029.125000 Penalty: 11003.637695 Iteration 34Q: 3 clusters Score -1408029 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1408035.000000 Penalty: 11003.637695 Iteration 35Q: 3 clusters Score -1408035 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1408036.625000 Penalty: 11003.637695 Iteration 36Q: 3 clusters Score -1408037 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1408041.250000 Penalty: 11003.637695 Iteration 37Q: 3 clusters Score -1408041 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1408039.625000 Penalty: 11003.637695 Iteration 38Q: 3 clusters Score -1408040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1408044.625000 Penalty: 11003.637695 Iteration 39Q: 3 clusters Score -1408045 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1408050.125000 Penalty: 11003.637695 Iteration 40F: 3 clusters Score -1408050 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1408055.000000 Penalty: 11003.637695 Iteration 41Q: 3 clusters Score -1408055 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1408053.875000 Penalty: 11003.637695 Iteration 42Q: 3 clusters Score -1408054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1408058.375000 Penalty: 11003.637695 Iteration 43Q: 3 clusters Score -1408058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1408063.000000 Penalty: 11003.637695 Iteration 44Q: 3 clusters Score -1408063 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1408070.750000 Penalty: 11003.637695 Iteration 45Q: 3 clusters Score -1408071 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1408074.625000 Penalty: 11003.637695 Iteration 46Q: 3 clusters Score -1408075 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -1408077.750000 Penalty: 11003.637695 Iteration 47Q: 3 clusters Score -1408078 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1408083.250000 Penalty: 11003.637695 Iteration 48Q: 3 clusters Score -1408083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1408090.875000 Penalty: 11003.637695 Iteration 49Q: 3 clusters Score -1408091 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -1408094.500000 Penalty: 11003.637695 Iteration 50Q: 3 clusters Score -1408094 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1408100.625000 Penalty: 11003.637695 Iteration 51Q: 3 clusters Score -1408101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1408103.375000 Penalty: 11003.637695 Iteration 52Q: 3 clusters Score -1408103 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1408101.250000 Penalty: 11003.637695 Iteration 53Q: 3 clusters Score -1408101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1408106.875000 Penalty: 11003.637695 Iteration 54Q: 3 clusters Score -1408107 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1408111.250000 Penalty: 11003.637695 Iteration 55Q: 3 clusters Score -1408111 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1408117.000000 Penalty: 11003.637695 Iteration 56Q: 3 clusters Score -1408117 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -1408120.875000 Penalty: 11003.637695 Iteration 57Q: 3 clusters Score -1408121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -1408128.125000 Penalty: 11003.637695 Iteration 58Q: 3 clusters Score -1408128 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1408134.750000 Penalty: 11003.637695 Iteration 59Q: 3 clusters Score -1408135 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1408142.750000 Penalty: 11003.637695 Iteration 60F: 3 clusters Score -1408143 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1408150.750000 Penalty: 11003.637695 Iteration 61Q: 3 clusters Score -1408151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1408159.250000 Penalty: 11003.637695 Iteration 62Q: 3 clusters Score -1408159 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1408168.500000 Penalty: 11003.637695 Iteration 63Q: 3 clusters Score -1408168 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -1408171.500000 Penalty: 11003.637695 Iteration 64Q: 3 clusters Score -1408172 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1408180.750000 Penalty: 11003.637695 Iteration 65Q: 3 clusters Score -1408181 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1408190.000000 Penalty: 11003.637695 Iteration 66Q: 3 clusters Score -1408190 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1408193.625000 Penalty: 11003.637695 Iteration 67Q: 3 clusters Score -1408194 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1408194.500000 Penalty: 11003.637695 Iteration 68Q: 3 clusters Score -1408194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -1408198.750000 Penalty: 11003.637695 Iteration 69Q: 3 clusters Score -1408199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1408201.000000 Penalty: 11003.637695 Iteration 70Q: 3 clusters Score -1408201 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1408205.000000 Penalty: 11003.637695 Iteration 71Q: 3 clusters Score -1408205 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1408207.375000 Penalty: 11003.637695 Iteration 72Q: 3 clusters Score -1408207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1408209.875000 Penalty: 11003.637695 Iteration 73Q: 3 clusters Score -1408210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1408210.500000 Penalty: 11003.637695 Iteration 74Q: 3 clusters Score -1408210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1408211.500000 Penalty: 11003.637695 Iteration 75Q: 3 clusters Score -1408212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1408214.375000 Penalty: 11003.637695 Iteration 76Q: 3 clusters Score -1408214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1408214.875000 Penalty: 11003.637695 Iteration 77Q: 3 clusters Score -1408215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1408215.000000 Penalty: 11003.637695 Iteration 78Q: 3 clusters Score -1408215 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1408216.500000 Penalty: 11003.637695 Iteration 79Q: 3 clusters Score -1408216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1408215.000000 Penalty: 11003.637695 Iteration 80F: 3 clusters Score -1408215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1408218.375000 Penalty: 11003.637695 Iteration 81Q: 3 clusters Score -1408218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1408216.875000 Penalty: 11003.637695 Iteration 82Q: 3 clusters Score -1408217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1408217.375000 Penalty: 11003.637695 Iteration 83Q: 3 clusters Score -1408217 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1408217.375000 Penalty: 11003.637695 Iteration 84F: 3 clusters Score -1408217 nChanged 0 --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -212797360.000000 Penalty: 180311.000000 24->22 Clusters: Score -212797360.000000, best is -213051088.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 408291 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 17161 members Mstep: Class 3 contains 16976 members Mstep: Class 4 contains 16970 members Mstep: Class 5 contains 17052 members Mstep: Class 6 contains 16808 members Mstep: Class 7 contains 16941 members Mstep: Class 8 contains 17200 members Mstep: Class 9 contains 17098 members Mstep: Class 10 contains 17016 members Mstep: Class 11 contains 17030 members Mstep: Class 12 contains 17093 members Mstep: Class 13 contains 16976 members Mstep: Class 14 contains 17223 members Mstep: Class 15 contains 17008 members Mstep: Class 16 contains 17149 members Mstep: Class 17 contains 16843 members Mstep: Class 18 contains 17115 members Mstep: Class 19 contains 16956 members Mstep: Class 20 contains 17025 members Mstep: Class 21 contains 16958 members Mstep: Class 22 contains 17038 members Mstep: Class 23 contains 16809 members Mstep: Class 24 contains 16869 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 568.242004 but Gain 7913.343750 Score: -66158276.000000 Penalty: 182006.765625 Iteration 0F: 24 clusters Score -6.615828e+07 nChanged 386105 Entering Unmasked Mstep Mstep: Class 0 contains 2783 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 25836 members Mstep: Class 3 contains 10230 members Mstep: Class 4 contains 18181 members Mstep: Class 5 contains 27177 members Mstep: Class 6 contains 25253 members Mstep: Class 7 contains 8420 members Mstep: Class 8 contains 42424 members Mstep: Class 9 contains 17033 members Mstep: Class 10 contains 12155 members Mstep: Class 11 contains 5947 members Mstep: Class 12 contains 55118 members Mstep: Class 13 contains 18496 members Mstep: Class 14 contains 27969 members Mstep: Class 15 contains 21091 members Mstep: Class 16 contains 8026 members Mstep: Class 17 contains 14736 members Mstep: Class 18 contains 3684 members Mstep: Class 19 contains 10746 members Mstep: Class 20 contains 2938 members Mstep: Class 22 contains 21822 members Mstep: Class 23 contains 16189 members Mstep: Class 24 contains 5782 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 807.060547 but Gain 7913.343750 Score: -69160968.000000 Penalty: 174093.421875 Iteration 1F: 23 clusters Score -6.916097e+07 nChanged 179665 Entering Unmasked Mstep Mstep: Class 0 contains 1894 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 33393 members Mstep: Class 4 contains 20138 members Mstep: Class 5 contains 42058 members Mstep: Class 6 contains 25870 members Mstep: Class 7 contains 5833 members Mstep: Class 8 contains 59143 members Mstep: Class 9 contains 15584 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 1244 members Mstep: Class 12 contains 78819 members Mstep: Class 13 contains 7189 members Mstep: Class 14 contains 33595 members Mstep: Class 15 contains 23261 members Mstep: Class 16 contains 2597 members Mstep: Class 17 contains 9911 members Mstep: Class 18 contains 1249 members Mstep: Class 19 contains 8201 members Mstep: Class 20 contains 1819 members Mstep: Class 22 contains 19630 members Mstep: Class 23 contains 3978 members Mstep: Class 24 contains 1392 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 2611.770508 but Gain 7913.328125 Score: -69907488.000000 Penalty: 166180.093750 Iteration 2F: 22 clusters Score -6.990749e+07 nChanged 136177 Entering Unmasked Mstep Mstep: Class 0 contains 1018 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 39817 members Mstep: Class 4 contains 12982 members Mstep: Class 5 contains 59089 members Mstep: Class 6 contains 18301 members Mstep: Class 7 contains 3307 members Mstep: Class 8 contains 54035 members Mstep: Class 9 contains 12468 members Mstep: Class 10 contains 6378 members Mstep: Class 11 contains 1146 members Mstep: Class 12 contains 76864 members Mstep: Class 13 contains 5429 members Mstep: Class 14 contains 33818 members Mstep: Class 15 contains 36510 members Mstep: Class 17 contains 22637 members Mstep: Class 18 contains 994 members Mstep: Class 19 contains 4602 members Mstep: Class 20 contains 1533 members Mstep: Class 22 contains 10380 members Mstep: Class 23 contains 1222 members Mstep: Class 24 contains 1385 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 2334.219971 but Gain 7913.343750 Score: -70340888.000000 Penalty: 158266.750000 Iteration 3F: 21 clusters Score -7.034089e+07 nChanged 95852 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 44835 members Mstep: Class 4 contains 7049 members Mstep: Class 5 contains 71713 members Mstep: Class 6 contains 14419 members Mstep: Class 7 contains 2425 members Mstep: Class 8 contains 40635 members Mstep: Class 9 contains 11476 members Mstep: Class 10 contains 6817 members Mstep: Class 11 contains 1212 members Mstep: Class 12 contains 68429 members Mstep: Class 13 contains 4373 members Mstep: Class 14 contains 35286 members Mstep: Class 15 contains 48788 members Mstep: Class 17 contains 30974 members Mstep: Class 18 contains 1224 members Mstep: Class 19 contains 3439 members Mstep: Class 20 contains 1492 members Mstep: Class 22 contains 7228 members Mstep: Class 24 contains 1381 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2662.622070 but Gain 7913.328125 Score: -70502856.000000 Penalty: 150353.421875 Iteration 4F: 20 clusters Score -7.050286e+07 nChanged 68275 Entering Unmasked Mstep Mstep: Class 0 contains 273 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 53863 members Mstep: Class 4 contains 4274 members Mstep: Class 5 contains 80256 members Mstep: Class 6 contains 11334 members Mstep: Class 8 contains 27954 members Mstep: Class 9 contains 13867 members Mstep: Class 10 contains 7889 members Mstep: Class 11 contains 1151 members Mstep: Class 12 contains 61990 members Mstep: Class 13 contains 3382 members Mstep: Class 14 contains 35397 members Mstep: Class 15 contains 55639 members Mstep: Class 17 contains 32472 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 2885 members Mstep: Class 20 contains 1494 members Mstep: Class 22 contains 6853 members Mstep: Class 24 contains 1338 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 3977.037598 but Gain 7913.343750 Score: -70599328.000000 Penalty: 142440.078125 Iteration 5F: 19 clusters Score -7.059933e+07 nChanged 59259 Entering Unmasked Mstep Mstep: Class 0 contains 268 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 69917 members Mstep: Class 4 contains 3235 members Mstep: Class 5 contains 83449 members Mstep: Class 6 contains 9306 members Mstep: Class 8 contains 18885 members Mstep: Class 9 contains 18519 members Mstep: Class 10 contains 8971 members Mstep: Class 11 contains 1144 members Mstep: Class 12 contains 55698 members Mstep: Class 14 contains 33629 members Mstep: Class 15 contains 54641 members Mstep: Class 17 contains 32364 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2592 members Mstep: Class 20 contains 1495 members Mstep: Class 22 contains 6584 members Mstep: Class 24 contains 1312 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 4183.599609 but Gain 7913.343750 Score: -70679528.000000 Penalty: 134526.734375 Iteration 6F: 18 clusters Score -7.067953e+07 nChanged 51328 Entering Unmasked Mstep Mstep: Class 0 contains 265 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 87468 members Mstep: Class 5 contains 82097 members Mstep: Class 6 contains 8825 members Mstep: Class 8 contains 13526 members Mstep: Class 9 contains 24319 members Mstep: Class 10 contains 9942 members Mstep: Class 11 contains 1143 members Mstep: Class 12 contains 50998 members Mstep: Class 14 contains 29068 members Mstep: Class 15 contains 51016 members Mstep: Class 17 contains 31217 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2455 members Mstep: Class 20 contains 1490 members Mstep: Class 22 contains 6437 members Mstep: Class 24 contains 1311 members Entering Unmasked Estep ConsiderDeletion Score: -70748720.000000 Penalty: 134526.734375 Iteration 7F: 18 clusters Score -7.074872e+07 nChanged 41056 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 103328 members Mstep: Class 5 contains 76920 members Mstep: Class 6 contains 8669 members Mstep: Class 8 contains 9047 members Mstep: Class 9 contains 31485 members Mstep: Class 10 contains 10629 members Mstep: Class 11 contains 1144 members Mstep: Class 12 contains 49229 members Mstep: Class 14 contains 23646 members Mstep: Class 15 contains 46790 members Mstep: Class 17 contains 28835 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2362 members Mstep: Class 20 contains 1485 members Mstep: Class 22 contains 5915 members Mstep: Class 24 contains 1311 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 6187.446289 but Gain 7913.328125 Score: -70798248.000000 Penalty: 126613.406250 Iteration 8F: 17 clusters Score -7.079825e+07 nChanged 37771 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 117715 members Mstep: Class 5 contains 73053 members Mstep: Class 6 contains 9151 members Mstep: Class 9 contains 38493 members Mstep: Class 10 contains 11393 members Mstep: Class 11 contains 1145 members Mstep: Class 12 contains 49053 members Mstep: Class 14 contains 19766 members Mstep: Class 15 contains 42418 members Mstep: Class 17 contains 27131 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2297 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 5553 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70842088.000000 Penalty: 126613.406250 Iteration 9F: 17 clusters Score -7.084209e+07 nChanged 21174 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 127623 members Mstep: Class 5 contains 68613 members Mstep: Class 6 contains 9808 members Mstep: Class 9 contains 40349 members Mstep: Class 10 contains 12224 members Mstep: Class 11 contains 1138 members Mstep: Class 12 contains 48601 members Mstep: Class 14 contains 17479 members Mstep: Class 15 contains 38103 members Mstep: Class 17 contains 25323 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2233 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 5073 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70864440.000000 Penalty: 126613.406250 Iteration 10F: 17 clusters Score -7.086444e+07 nChanged 15831 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 134176 members Mstep: Class 5 contains 68060 members Mstep: Class 6 contains 10565 members Mstep: Class 9 contains 39295 members Mstep: Class 10 contains 13309 members Mstep: Class 11 contains 1130 members Mstep: Class 12 contains 48154 members Mstep: Class 14 contains 16231 members Mstep: Class 15 contains 34549 members Mstep: Class 17 contains 23729 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2125 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 4703 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70876240.000000 Penalty: 126613.406250 Iteration 11Q: 17 clusters Score -7.087624e+07 nChanged 13173 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 138364 members Mstep: Class 5 contains 69525 members Mstep: Class 6 contains 11277 members Mstep: Class 9 contains 36957 members Mstep: Class 10 contains 14532 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 47636 members Mstep: Class 14 contains 15499 members Mstep: Class 15 contains 31908 members Mstep: Class 17 contains 22146 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2007 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 4598 members Mstep: Class 24 contains 1309 members Entering Unmasked Estep ConsiderDeletion Score: -70884376.000000 Penalty: 126613.406250 Iteration 12Q: 17 clusters Score -7.088438e+07 nChanged 11418 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 141125 members Mstep: Class 5 contains 71868 members Mstep: Class 6 contains 11852 members Mstep: Class 9 contains 34104 members Mstep: Class 10 contains 15996 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 46882 members Mstep: Class 14 contains 15009 members Mstep: Class 15 contains 29918 members Mstep: Class 17 contains 20725 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1886 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 4703 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -70891968.000000 Penalty: 126613.406250 Iteration 13Q: 17 clusters Score -7.089197e+07 nChanged 10706 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 142978 members Mstep: Class 5 contains 74544 members Mstep: Class 6 contains 12357 members Mstep: Class 9 contains 31072 members Mstep: Class 10 contains 17939 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 45671 members Mstep: Class 14 contains 14655 members Mstep: Class 15 contains 28424 members Mstep: Class 17 contains 19395 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1789 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 4936 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -70899584.000000 Penalty: 126613.406250 Iteration 14Q: 17 clusters Score -7.089958e+07 nChanged 10553 Entering Unmasked Mstep Mstep: Class 0 contains 260 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 144218 members Mstep: Class 5 contains 77284 members Mstep: Class 6 contains 12810 members Mstep: Class 9 contains 28104 members Mstep: Class 10 contains 20770 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 43624 members Mstep: Class 14 contains 14396 members Mstep: Class 15 contains 27371 members Mstep: Class 17 contains 18081 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1750 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 5125 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -70912112.000000 Penalty: 126613.406250 Iteration 15Q: 17 clusters Score -7.091211e+07 nChanged 10083 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 144982 members Mstep: Class 5 contains 80167 members Mstep: Class 6 contains 13161 members Mstep: Class 9 contains 25145 members Mstep: Class 10 contains 23470 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 42034 members Mstep: Class 14 contains 14207 members Mstep: Class 15 contains 26669 members Mstep: Class 17 contains 16570 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1737 members Mstep: Class 20 contains 1484 members Mstep: Class 22 contains 5203 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -70928984.000000 Penalty: 126613.406250 Iteration 16Q: 17 clusters Score -7.092898e+07 nChanged 8169 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 145419 members Mstep: Class 5 contains 82946 members Mstep: Class 6 contains 13467 members Mstep: Class 9 contains 22377 members Mstep: Class 10 contains 24236 members Mstep: Class 11 contains 1128 members Mstep: Class 12 contains 42541 members Mstep: Class 14 contains 14124 members Mstep: Class 15 contains 26176 members Mstep: Class 17 contains 14793 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1742 members Mstep: Class 20 contains 1487 members Mstep: Class 22 contains 5282 members Mstep: Class 24 contains 1309 members Entering Unmasked Estep ConsiderDeletion Score: -70934032.000000 Penalty: 126613.406250 Iteration 17Q: 17 clusters Score -7.093403e+07 nChanged 6146 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 145753 members Mstep: Class 5 contains 85473 members Mstep: Class 6 contains 13683 members Mstep: Class 9 contains 19875 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 1129 members Mstep: Class 12 contains 43170 members Mstep: Class 14 contains 14077 members Mstep: Class 15 contains 25782 members Mstep: Class 17 contains 13514 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 1490 members Mstep: Class 22 contains 5356 members Mstep: Class 24 contains 1309 members Entering Unmasked Estep ConsiderDeletion Score: -70937304.000000 Penalty: 126613.406250 Iteration 18Q: 17 clusters Score -7.09373e+07 nChanged 4710 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 145958 members Mstep: Class 5 contains 87710 members Mstep: Class 6 contains 13796 members Mstep: Class 9 contains 17646 members Mstep: Class 10 contains 24411 members Mstep: Class 11 contains 1130 members Mstep: Class 12 contains 43648 members Mstep: Class 14 contains 14053 members Mstep: Class 15 contains 25538 members Mstep: Class 17 contains 12644 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1874 members Mstep: Class 20 contains 1488 members Mstep: Class 22 contains 5423 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70940456.000000 Penalty: 126613.406250 Iteration 19Q: 17 clusters Score -7.094046e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 146061 members Mstep: Class 5 contains 89609 members Mstep: Class 6 contains 13863 members Mstep: Class 9 contains 15788 members Mstep: Class 10 contains 24390 members Mstep: Class 11 contains 1130 members Mstep: Class 12 contains 44074 members Mstep: Class 14 contains 14017 members Mstep: Class 15 contains 25338 members Mstep: Class 17 contains 11971 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1974 members Mstep: Class 20 contains 1488 members Mstep: Class 22 contains 5458 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70945160.000000 Penalty: 126613.406250 Iteration 20F: 17 clusters Score -7.094516e+07 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10529 members Mstep: Class 2 contains 146118 members Mstep: Class 5 contains 90919 members Mstep: Class 6 contains 14007 members Mstep: Class 9 contains 14318 members Mstep: Class 10 contains 24253 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 44402 members Mstep: Class 14 contains 13942 members Mstep: Class 15 contains 25132 members Mstep: Class 17 contains 11360 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2140 members Mstep: Class 20 contains 1486 members Mstep: Class 22 contains 5800 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70949200.000000 Penalty: 126613.406250 Iteration 21Q: 17 clusters Score -7.09492e+07 nChanged 3448 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 146128 members Mstep: Class 5 contains 92018 members Mstep: Class 6 contains 14139 members Mstep: Class 9 contains 13142 members Mstep: Class 10 contains 24110 members Mstep: Class 11 contains 1125 members Mstep: Class 12 contains 44693 members Mstep: Class 14 contains 13883 members Mstep: Class 15 contains 24959 members Mstep: Class 17 contains 10881 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2296 members Mstep: Class 20 contains 1486 members Mstep: Class 22 contains 5978 members Mstep: Class 24 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -70952200.000000 Penalty: 126613.406250 Iteration 22Q: 17 clusters Score -7.09522e+07 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 10859 members Mstep: Class 2 contains 146157 members Mstep: Class 5 contains 92957 members Mstep: Class 6 contains 14296 members Mstep: Class 9 contains 12190 members Mstep: Class 10 contains 24031 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 44914 members Mstep: Class 14 contains 13822 members Mstep: Class 15 contains 24831 members Mstep: Class 17 contains 10509 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1486 members Mstep: Class 22 contains 6052 members Mstep: Class 24 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -70952832.000000 Penalty: 126613.406250 Iteration 23Q: 17 clusters Score -7.095283e+07 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 146134 members Mstep: Class 5 contains 93720 members Mstep: Class 6 contains 14411 members Mstep: Class 9 contains 11444 members Mstep: Class 10 contains 23990 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45046 members Mstep: Class 14 contains 13780 members Mstep: Class 15 contains 24746 members Mstep: Class 17 contains 10251 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1486 members Mstep: Class 22 contains 6073 members Mstep: Class 24 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -70953520.000000 Penalty: 126613.406250 Iteration 24Q: 17 clusters Score -7.095352e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 146096 members Mstep: Class 5 contains 94375 members Mstep: Class 6 contains 14488 members Mstep: Class 9 contains 10811 members Mstep: Class 10 contains 23942 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45135 members Mstep: Class 14 contains 13753 members Mstep: Class 15 contains 24677 members Mstep: Class 17 contains 10047 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1485 members Mstep: Class 22 contains 6101 members Mstep: Class 24 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -70954072.000000 Penalty: 126613.406250 Iteration 25Q: 17 clusters Score -7.095407e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 146055 members Mstep: Class 5 contains 94875 members Mstep: Class 6 contains 14525 members Mstep: Class 9 contains 10360 members Mstep: Class 10 contains 23925 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45219 members Mstep: Class 14 contains 13728 members Mstep: Class 15 contains 24628 members Mstep: Class 17 contains 9874 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2305 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6110 members Mstep: Class 24 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -70954512.000000 Penalty: 126613.406250 Iteration 26Q: 17 clusters Score -7.095451e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 146003 members Mstep: Class 5 contains 95264 members Mstep: Class 6 contains 14558 members Mstep: Class 9 contains 9993 members Mstep: Class 10 contains 23926 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45284 members Mstep: Class 14 contains 13711 members Mstep: Class 15 contains 24583 members Mstep: Class 17 contains 9721 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2304 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6111 members Mstep: Class 24 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -70954688.000000 Penalty: 126613.406250 Iteration 27Q: 17 clusters Score -7.095469e+07 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 145988 members Mstep: Class 5 contains 95560 members Mstep: Class 6 contains 14561 members Mstep: Class 9 contains 9711 members Mstep: Class 10 contains 23922 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45312 members Mstep: Class 14 contains 13699 members Mstep: Class 15 contains 24535 members Mstep: Class 17 contains 9606 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2305 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6110 members Mstep: Class 24 contains 1307 members Entering Unmasked Estep ConsiderDeletion Score: -70954800.000000 Penalty: 126613.406250 Iteration 28Q: 17 clusters Score -7.09548e+07 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 145958 members Mstep: Class 5 contains 95803 members Mstep: Class 6 contains 14572 members Mstep: Class 9 contains 9483 members Mstep: Class 10 contains 23915 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45334 members Mstep: Class 14 contains 13689 members Mstep: Class 15 contains 24491 members Mstep: Class 17 contains 9510 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2305 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6111 members Mstep: Class 24 contains 1306 members Entering Unmasked Estep ConsiderDeletion Score: -70955080.000000 Penalty: 126613.406250 Iteration 29Q: 17 clusters Score -7.095508e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 145905 members Mstep: Class 5 contains 95985 members Mstep: Class 6 contains 14572 members Mstep: Class 9 contains 9312 members Mstep: Class 10 contains 23912 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45337 members Mstep: Class 14 contains 13681 members Mstep: Class 15 contains 24458 members Mstep: Class 17 contains 9439 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2305 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6114 members Mstep: Class 24 contains 1305 members Entering Unmasked Estep ConsiderDeletion Score: -70954960.000000 Penalty: 126613.406250 Iteration 30Q: 17 clusters Score -7.095496e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 145861 members Mstep: Class 5 contains 96145 members Mstep: Class 6 contains 14566 members Mstep: Class 9 contains 9161 members Mstep: Class 10 contains 23910 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45343 members Mstep: Class 14 contains 13675 members Mstep: Class 15 contains 24439 members Mstep: Class 17 contains 9368 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6114 members Mstep: Class 24 contains 1304 members Entering Unmasked Estep ConsiderDeletion Score: -70955136.000000 Penalty: 126613.406250 Iteration 31Q: 17 clusters Score -7.095514e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 145832 members Mstep: Class 5 contains 96286 members Mstep: Class 6 contains 14569 members Mstep: Class 9 contains 9026 members Mstep: Class 10 contains 23908 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45336 members Mstep: Class 14 contains 13670 members Mstep: Class 15 contains 24421 members Mstep: Class 17 contains 9308 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6107 members Mstep: Class 24 contains 1303 members Entering Unmasked Estep ConsiderDeletion Score: -70955184.000000 Penalty: 126613.406250 Iteration 32Q: 17 clusters Score -7.095518e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 145805 members Mstep: Class 5 contains 96401 members Mstep: Class 6 contains 14583 members Mstep: Class 9 contains 8915 members Mstep: Class 10 contains 23907 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45330 members Mstep: Class 14 contains 13667 members Mstep: Class 15 contains 24398 members Mstep: Class 17 contains 9266 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955320.000000 Penalty: 126613.406250 Iteration 33Q: 17 clusters Score -7.095532e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 145793 members Mstep: Class 5 contains 96508 members Mstep: Class 6 contains 14595 members Mstep: Class 9 contains 8817 members Mstep: Class 10 contains 23904 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45331 members Mstep: Class 14 contains 13659 members Mstep: Class 15 contains 24378 members Mstep: Class 17 contains 9238 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6106 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 34Q: 17 clusters Score -7.095545e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 145787 members Mstep: Class 5 contains 96606 members Mstep: Class 6 contains 14590 members Mstep: Class 9 contains 8729 members Mstep: Class 10 contains 23903 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45333 members Mstep: Class 14 contains 13650 members Mstep: Class 15 contains 24360 members Mstep: Class 17 contains 9231 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955608.000000 Penalty: 126613.406250 Iteration 35Q: 17 clusters Score -7.095561e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 145775 members Mstep: Class 5 contains 96689 members Mstep: Class 6 contains 14596 members Mstep: Class 9 contains 8652 members Mstep: Class 10 contains 23898 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45328 members Mstep: Class 14 contains 13645 members Mstep: Class 15 contains 24343 members Mstep: Class 17 contains 9234 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2307 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955536.000000 Penalty: 126613.406250 Iteration 36Q: 17 clusters Score -7.095554e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 145766 members Mstep: Class 5 contains 96766 members Mstep: Class 6 contains 14605 members Mstep: Class 9 contains 8584 members Mstep: Class 10 contains 23897 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45326 members Mstep: Class 14 contains 13640 members Mstep: Class 15 contains 24328 members Mstep: Class 17 contains 9238 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6110 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955400.000000 Penalty: 126613.406250 Iteration 37Q: 17 clusters Score -7.09554e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 145757 members Mstep: Class 5 contains 96830 members Mstep: Class 6 contains 14607 members Mstep: Class 9 contains 8526 members Mstep: Class 10 contains 23897 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45320 members Mstep: Class 14 contains 13629 members Mstep: Class 15 contains 24318 members Mstep: Class 17 contains 9250 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6106 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955408.000000 Penalty: 126613.406250 Iteration 38Q: 17 clusters Score -7.095541e+07 nChanged 163 Entering ConstructFrom: Score: -70955408.000000 Penalty: 126613.406250 Entering ConstructFrom: Trying to split cluster 1 (12401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Entering Unmasked Estep Score: -2186643.250000 Penalty: 5773.138672 Iteration 0F: 2 clusters Score -2186643 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -2174916.500000 Penalty: 11546.277344 Iteration 0F: 3 clusters Score -2174916 nChanged 4691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -2177410.750000 Penalty: 11546.277344 Iteration 1F: 3 clusters Score -2177411 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -2177911.000000 Penalty: 11546.277344 Iteration 2F: 3 clusters Score -2177911 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -2178230.750000 Penalty: 11546.277344 Iteration 3Q: 3 clusters Score -2178231 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -2178474.750000 Penalty: 11546.277344 Iteration 4Q: 3 clusters Score -2178475 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -2178663.500000 Penalty: 11546.277344 Iteration 5Q: 3 clusters Score -2178664 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -2178814.750000 Penalty: 11546.277344 Iteration 6Q: 3 clusters Score -2178815 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -2178953.250000 Penalty: 11546.277344 Iteration 7Q: 3 clusters Score -2178953 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -2179086.500000 Penalty: 11546.277344 Iteration 8Q: 3 clusters Score -2179086 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -2179183.250000 Penalty: 11546.277344 Iteration 9Q: 3 clusters Score -2179183 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -2179276.500000 Penalty: 11546.277344 Iteration 10Q: 3 clusters Score -2179276 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2179361.750000 Penalty: 11546.277344 Iteration 11Q: 3 clusters Score -2179362 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -2179448.000000 Penalty: 11546.277344 Iteration 12Q: 3 clusters Score -2179448 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -2179525.750000 Penalty: 11546.277344 Iteration 13Q: 3 clusters Score -2179526 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -2179608.250000 Penalty: 11546.277344 Iteration 14Q: 3 clusters Score -2179608 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -2179689.500000 Penalty: 11546.277344 Iteration 15Q: 3 clusters Score -2179690 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -2179768.000000 Penalty: 11546.277344 Iteration 16Q: 3 clusters Score -2179768 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -2179835.500000 Penalty: 11546.277344 Iteration 17Q: 3 clusters Score -2179836 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -2179886.500000 Penalty: 11546.277344 Iteration 18Q: 3 clusters Score -2179886 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -2179944.500000 Penalty: 11546.277344 Iteration 19Q: 3 clusters Score -2179944 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -2180005.750000 Penalty: 11546.277344 Iteration 20F: 3 clusters Score -2180006 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -2180071.750000 Penalty: 11546.277344 Iteration 21Q: 3 clusters Score -2180072 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -2180120.250000 Penalty: 11546.277344 Iteration 22Q: 3 clusters Score -2180120 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -2180174.750000 Penalty: 11546.277344 Iteration 23Q: 3 clusters Score -2180175 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2180232.000000 Penalty: 11546.277344 Iteration 24Q: 3 clusters Score -2180232 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -2180300.750000 Penalty: 11546.277344 Iteration 25Q: 3 clusters Score -2180301 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -2180392.750000 Penalty: 11546.277344 Iteration 26Q: 3 clusters Score -2180393 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -2180493.000000 Penalty: 11546.277344 Iteration 27Q: 3 clusters Score -2180493 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -2180599.000000 Penalty: 11546.277344 Iteration 28Q: 3 clusters Score -2180599 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -2180734.750000 Penalty: 11546.277344 Iteration 29Q: 3 clusters Score -2180735 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -2180873.000000 Penalty: 11546.277344 Iteration 30Q: 3 clusters Score -2180873 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -2181049.750000 Penalty: 11546.277344 Iteration 31Q: 3 clusters Score -2181050 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -2181260.500000 Penalty: 11546.277344 Iteration 32Q: 3 clusters Score -2181260 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -2181470.500000 Penalty: 11546.277344 Iteration 33Q: 3 clusters Score -2181470 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -2181727.500000 Penalty: 11546.277344 Iteration 34Q: 3 clusters Score -2181728 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -2181974.000000 Penalty: 11546.277344 Iteration 35Q: 3 clusters Score -2181974 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -2182212.000000 Penalty: 11546.277344 Iteration 36Q: 3 clusters Score -2182212 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -2182407.750000 Penalty: 11546.277344 Iteration 37Q: 3 clusters Score -2182408 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -2182576.000000 Penalty: 11546.277344 Iteration 38Q: 3 clusters Score -2182576 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -2182730.500000 Penalty: 11546.277344 Iteration 39Q: 3 clusters Score -2182730 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -2182871.000000 Penalty: 11546.277344 Iteration 40F: 3 clusters Score -2182871 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -2182976.750000 Penalty: 11546.277344 Iteration 41Q: 3 clusters Score -2182977 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -2183063.750000 Penalty: 11546.277344 Iteration 42Q: 3 clusters Score -2183064 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -2183124.750000 Penalty: 11546.277344 Iteration 43Q: 3 clusters Score -2183125 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -2183177.000000 Penalty: 11546.277344 Iteration 44Q: 3 clusters Score -2183177 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -2183212.500000 Penalty: 11546.277344 Iteration 45Q: 3 clusters Score -2183212 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -2183242.500000 Penalty: 11546.277344 Iteration 46Q: 3 clusters Score -2183242 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -2183268.250000 Penalty: 11546.277344 Iteration 47Q: 3 clusters Score -2183268 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -2183287.250000 Penalty: 11546.277344 Iteration 48Q: 3 clusters Score -2183287 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -2183303.500000 Penalty: 11546.277344 Iteration 49Q: 3 clusters Score -2183304 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -2183316.750000 Penalty: 11546.277344 Iteration 50Q: 3 clusters Score -2183317 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -2183328.500000 Penalty: 11546.277344 Iteration 51Q: 3 clusters Score -2183328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -2183330.750000 Penalty: 11546.277344 Iteration 52Q: 3 clusters Score -2183331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -2183330.250000 Penalty: 11546.277344 Iteration 53Q: 3 clusters Score -2183330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -2183330.750000 Penalty: 11546.277344 Iteration 54Q: 3 clusters Score -2183331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -2183330.750000 Penalty: 11546.277344 Iteration 55F: 3 clusters Score -2183331 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145750 members Entering Unmasked Estep Score: -25741512.000000 Penalty: 7282.409668 Iteration 0F: 2 clusters Score -2.574151e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72771 members Mstep: Class 2 contains 72979 members Entering Unmasked Estep Score: -25642990.000000 Penalty: 14564.819336 Iteration 0F: 3 clusters Score -2.564299e+07 nChanged 67271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72602 members Mstep: Class 2 contains 73148 members Entering Unmasked Estep Score: -25681092.000000 Penalty: 14564.819336 Iteration 1F: 3 clusters Score -2.568109e+07 nChanged 5143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72517 members Mstep: Class 2 contains 73233 members Entering Unmasked Estep Score: -25682188.000000 Penalty: 14564.819336 Iteration 2Q: 3 clusters Score -2.568219e+07 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72399 members Mstep: Class 2 contains 73351 members Entering Unmasked Estep Score: -25683224.000000 Penalty: 14564.819336 Iteration 3Q: 3 clusters Score -2.568322e+07 nChanged 4521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72218 members Mstep: Class 2 contains 73532 members Entering Unmasked Estep Score: -25684180.000000 Penalty: 14564.819336 Iteration 4Q: 3 clusters Score -2.568418e+07 nChanged 4350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71998 members Mstep: Class 2 contains 73752 members Entering Unmasked Estep Score: -25685064.000000 Penalty: 14564.819336 Iteration 5Q: 3 clusters Score -2.568506e+07 nChanged 4293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71649 members Mstep: Class 2 contains 74101 members Entering Unmasked Estep Score: -25686132.000000 Penalty: 14564.819336 Iteration 6Q: 3 clusters Score -2.568613e+07 nChanged 4422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71213 members Mstep: Class 2 contains 74537 members Entering Unmasked Estep Score: -25687286.000000 Penalty: 14564.819336 Iteration 7Q: 3 clusters Score -2.568729e+07 nChanged 4671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70478 members Mstep: Class 2 contains 75272 members Entering Unmasked Estep Score: -25688962.000000 Penalty: 14564.819336 Iteration 8Q: 3 clusters Score -2.568896e+07 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69399 members Mstep: Class 2 contains 76351 members Entering Unmasked Estep Score: -25690628.000000 Penalty: 14564.819336 Iteration 9Q: 3 clusters Score -2.569063e+07 nChanged 5224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67791 members Mstep: Class 2 contains 77959 members Entering Unmasked Estep Score: -25692700.000000 Penalty: 14564.819336 Iteration 10Q: 3 clusters Score -2.56927e+07 nChanged 5576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65523 members Mstep: Class 2 contains 80227 members Entering Unmasked Estep Score: -25694804.000000 Penalty: 14564.819336 Iteration 11Q: 3 clusters Score -2.56948e+07 nChanged 5798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62551 members Mstep: Class 2 contains 83199 members Entering Unmasked Estep Score: -25697242.000000 Penalty: 14564.819336 Iteration 12Q: 3 clusters Score -2.569724e+07 nChanged 6216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58717 members Mstep: Class 2 contains 87033 members Entering Unmasked Estep Score: -25700080.000000 Penalty: 14564.819336 Iteration 13Q: 3 clusters Score -2.570008e+07 nChanged 6507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54170 members Mstep: Class 2 contains 91580 members Entering Unmasked Estep Score: -25703674.000000 Penalty: 14564.819336 Iteration 14Q: 3 clusters Score -2.570367e+07 nChanged 6624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49220 members Mstep: Class 2 contains 96530 members Entering Unmasked Estep Score: -25707600.000000 Penalty: 14564.819336 Iteration 15Q: 3 clusters Score -2.57076e+07 nChanged 6467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44163 members Mstep: Class 2 contains 101587 members Entering Unmasked Estep Score: -25711646.000000 Penalty: 14564.819336 Iteration 16Q: 3 clusters Score -2.571165e+07 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39410 members Mstep: Class 2 contains 106340 members Entering Unmasked Estep Score: -25714912.000000 Penalty: 14564.819336 Iteration 17Q: 3 clusters Score -2.571491e+07 nChanged 5133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35123 members Mstep: Class 2 contains 110627 members Entering Unmasked Estep Score: -25717794.000000 Penalty: 14564.819336 Iteration 18Q: 3 clusters Score -2.571779e+07 nChanged 4364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31301 members Mstep: Class 2 contains 114449 members Entering Unmasked Estep Score: -25720114.000000 Penalty: 14564.819336 Iteration 19Q: 3 clusters Score -2.572011e+07 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27879 members Mstep: Class 2 contains 117871 members Entering Unmasked Estep Score: -25721742.000000 Penalty: 14564.819336 Iteration 20F: 3 clusters Score -2.572174e+07 nChanged 3236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24711 members Mstep: Class 2 contains 121039 members Entering Unmasked Estep Score: -25723422.000000 Penalty: 14564.819336 Iteration 21Q: 3 clusters Score -2.572342e+07 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 124018 members Entering Unmasked Estep Score: -25725004.000000 Penalty: 14564.819336 Iteration 22Q: 3 clusters Score -2.5725e+07 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18934 members Mstep: Class 2 contains 126816 members Entering Unmasked Estep Score: -25726648.000000 Penalty: 14564.819336 Iteration 23Q: 3 clusters Score -2.572665e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16265 members Mstep: Class 2 contains 129485 members Entering Unmasked Estep Score: -25728134.000000 Penalty: 14564.819336 Iteration 24Q: 3 clusters Score -2.572813e+07 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Mstep: Class 2 contains 131925 members Entering Unmasked Estep Score: -25729420.000000 Penalty: 14564.819336 Iteration 25Q: 3 clusters Score -2.572942e+07 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 134128 members Entering Unmasked Estep Score: -25730566.000000 Penalty: 14564.819336 Iteration 26Q: 3 clusters Score -2.573057e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 136091 members Entering Unmasked Estep Score: -25731684.000000 Penalty: 14564.819336 Iteration 27Q: 3 clusters Score -2.573168e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 137790 members Entering Unmasked Estep Score: -25732726.000000 Penalty: 14564.819336 Iteration 28Q: 3 clusters Score -2.573273e+07 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 139136 members Entering Unmasked Estep Score: -25733470.000000 Penalty: 14564.819336 Iteration 29Q: 3 clusters Score -2.573347e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 140167 members Entering Unmasked Estep Score: -25734116.000000 Penalty: 14564.819336 Iteration 30Q: 3 clusters Score -2.573412e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -25734616.000000 Penalty: 14564.819336 Iteration 31Q: 3 clusters Score -2.573462e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 141537 members Entering Unmasked Estep Score: -25734934.000000 Penalty: 14564.819336 Iteration 32Q: 3 clusters Score -2.573493e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 142001 members Entering Unmasked Estep Score: -25735190.000000 Penalty: 14564.819336 Iteration 33Q: 3 clusters Score -2.573519e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 142347 members Entering Unmasked Estep Score: -25735360.000000 Penalty: 14564.819336 Iteration 34Q: 3 clusters Score -2.573536e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 142616 members Entering Unmasked Estep Score: -25735524.000000 Penalty: 14564.819336 Iteration 35Q: 3 clusters Score -2.573552e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 142823 members Entering Unmasked Estep Score: -25735688.000000 Penalty: 14564.819336 Iteration 36Q: 3 clusters Score -2.573569e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 142978 members Entering Unmasked Estep Score: -25735788.000000 Penalty: 14564.819336 Iteration 37Q: 3 clusters Score -2.573579e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 143117 members Entering Unmasked Estep Score: -25735864.000000 Penalty: 14564.819336 Iteration 38Q: 3 clusters Score -2.573586e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 143249 members Entering Unmasked Estep Score: -25735962.000000 Penalty: 14564.819336 Iteration 39Q: 3 clusters Score -2.573596e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 143342 members Entering Unmasked Estep Score: -25736074.000000 Penalty: 14564.819336 Iteration 40F: 3 clusters Score -2.573607e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 143399 members Entering Unmasked Estep Score: -25736094.000000 Penalty: 14564.819336 Iteration 41Q: 3 clusters Score -2.573609e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 143452 members Entering Unmasked Estep Score: -25736182.000000 Penalty: 14564.819336 Iteration 42Q: 3 clusters Score -2.573618e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 143500 members Entering Unmasked Estep Score: -25736240.000000 Penalty: 14564.819336 Iteration 43Q: 3 clusters Score -2.573624e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 143536 members Entering Unmasked Estep Score: -25736230.000000 Penalty: 14564.819336 Iteration 44Q: 3 clusters Score -2.573623e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 143561 members Entering Unmasked Estep Score: -25736266.000000 Penalty: 14564.819336 Iteration 45Q: 3 clusters Score -2.573627e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 143589 members Entering Unmasked Estep Score: -25736288.000000 Penalty: 14564.819336 Iteration 46Q: 3 clusters Score -2.573629e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 143604 members Entering Unmasked Estep Score: -25736296.000000 Penalty: 14564.819336 Iteration 47Q: 3 clusters Score -2.57363e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 143632 members Entering Unmasked Estep Score: -25736286.000000 Penalty: 14564.819336 Iteration 48Q: 3 clusters Score -2.573629e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 143644 members Entering Unmasked Estep Score: -25736326.000000 Penalty: 14564.819336 Iteration 49Q: 3 clusters Score -2.573633e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 143656 members Entering Unmasked Estep Score: -25736318.000000 Penalty: 14564.819336 Iteration 50Q: 3 clusters Score -2.573632e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 143665 members Entering Unmasked Estep Score: -25736338.000000 Penalty: 14564.819336 Iteration 51Q: 3 clusters Score -2.573634e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 143673 members Entering Unmasked Estep Score: -25736350.000000 Penalty: 14564.819336 Iteration 52Q: 3 clusters Score -2.573635e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 143678 members Entering Unmasked Estep Score: -25736372.000000 Penalty: 14564.819336 Iteration 53Q: 3 clusters Score -2.573637e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 143683 members Entering Unmasked Estep Score: -25736376.000000 Penalty: 14564.819336 Iteration 54Q: 3 clusters Score -2.573638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 143690 members Entering Unmasked Estep Score: -25736394.000000 Penalty: 14564.819336 Iteration 55Q: 3 clusters Score -2.573639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 143694 members Entering Unmasked Estep Score: -25736384.000000 Penalty: 14564.819336 Iteration 56Q: 3 clusters Score -2.573638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 143695 members Entering Unmasked Estep Score: -25736376.000000 Penalty: 14564.819336 Iteration 57Q: 3 clusters Score -2.573638e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 143695 members Entering Unmasked Estep Score: -25736376.000000 Penalty: 14564.819336 Iteration 58F: 3 clusters Score -2.573638e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (96886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96886 members Entering Unmasked Estep Score: -17289856.000000 Penalty: 7032.290039 Iteration 0F: 2 clusters Score -1.728986e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48310 members Mstep: Class 2 contains 48576 members Entering Unmasked Estep Score: -17223624.000000 Penalty: 14064.580078 Iteration 0F: 3 clusters Score -1.722362e+07 nChanged 44256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48158 members Mstep: Class 2 contains 48728 members Entering Unmasked Estep Score: -17247824.000000 Penalty: 14064.580078 Iteration 1F: 3 clusters Score -1.724782e+07 nChanged 4230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48124 members Mstep: Class 2 contains 48762 members Entering Unmasked Estep Score: -17249258.000000 Penalty: 14064.580078 Iteration 2Q: 3 clusters Score -1.724926e+07 nChanged 4156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48200 members Mstep: Class 2 contains 48686 members Entering Unmasked Estep Score: -17250918.000000 Penalty: 14064.580078 Iteration 3Q: 3 clusters Score -1.725092e+07 nChanged 4307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48457 members Mstep: Class 2 contains 48429 members Entering Unmasked Estep Score: -17252734.000000 Penalty: 14064.580078 Iteration 4Q: 3 clusters Score -1.725273e+07 nChanged 4763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48982 members Mstep: Class 2 contains 47904 members Entering Unmasked Estep Score: -17254958.000000 Penalty: 14064.580078 Iteration 5Q: 3 clusters Score -1.725496e+07 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49852 members Mstep: Class 2 contains 47034 members Entering Unmasked Estep Score: -17257366.000000 Penalty: 14064.580078 Iteration 6F: 3 clusters Score -1.725737e+07 nChanged 5069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51145 members Mstep: Class 2 contains 45741 members Entering Unmasked Estep Score: -17259626.000000 Penalty: 14064.580078 Iteration 7F: 3 clusters Score -1.725963e+07 nChanged 4679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52708 members Mstep: Class 2 contains 44178 members Entering Unmasked Estep Score: -17261400.000000 Penalty: 14064.580078 Iteration 8Q: 3 clusters Score -1.72614e+07 nChanged 4185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54461 members Mstep: Class 2 contains 42425 members Entering Unmasked Estep Score: -17262892.000000 Penalty: 14064.580078 Iteration 9Q: 3 clusters Score -1.726289e+07 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56352 members Mstep: Class 2 contains 40534 members Entering Unmasked Estep Score: -17264082.000000 Penalty: 14064.580078 Iteration 10Q: 3 clusters Score -1.726408e+07 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58527 members Mstep: Class 2 contains 38359 members Entering Unmasked Estep Score: -17264964.000000 Penalty: 14064.580078 Iteration 11Q: 3 clusters Score -1.726496e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60886 members Mstep: Class 2 contains 36000 members Entering Unmasked Estep Score: -17266004.000000 Penalty: 14064.580078 Iteration 12Q: 3 clusters Score -1.7266e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63608 members Mstep: Class 2 contains 33278 members Entering Unmasked Estep Score: -17267086.000000 Penalty: 14064.580078 Iteration 13Q: 3 clusters Score -1.726709e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66635 members Mstep: Class 2 contains 30251 members Entering Unmasked Estep Score: -17268430.000000 Penalty: 14064.580078 Iteration 14Q: 3 clusters Score -1.726843e+07 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70000 members Mstep: Class 2 contains 26886 members Entering Unmasked Estep Score: -17269942.000000 Penalty: 14064.580078 Iteration 15Q: 3 clusters Score -1.726994e+07 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73635 members Mstep: Class 2 contains 23251 members Entering Unmasked Estep Score: -17271868.000000 Penalty: 14064.580078 Iteration 16Q: 3 clusters Score -1.727187e+07 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77370 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -17273958.000000 Penalty: 14064.580078 Iteration 17Q: 3 clusters Score -1.727396e+07 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81001 members Mstep: Class 2 contains 15885 members Entering Unmasked Estep Score: -17276194.000000 Penalty: 14064.580078 Iteration 18Q: 3 clusters Score -1.727619e+07 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84388 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -17278346.000000 Penalty: 14064.580078 Iteration 19Q: 3 clusters Score -1.727835e+07 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87211 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -17280116.000000 Penalty: 14064.580078 Iteration 20F: 3 clusters Score -1.728012e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89320 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -17281504.000000 Penalty: 14064.580078 Iteration 21Q: 3 clusters Score -1.72815e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90867 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -17282486.000000 Penalty: 14064.580078 Iteration 22Q: 3 clusters Score -1.728249e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91951 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -17283022.000000 Penalty: 14064.580078 Iteration 23Q: 3 clusters Score -1.728302e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92724 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -17283436.000000 Penalty: 14064.580078 Iteration 24Q: 3 clusters Score -1.728344e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93238 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -17283654.000000 Penalty: 14064.580078 Iteration 25Q: 3 clusters Score -1.728365e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93605 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -17283838.000000 Penalty: 14064.580078 Iteration 26Q: 3 clusters Score -1.728384e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93852 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -17283972.000000 Penalty: 14064.580078 Iteration 27Q: 3 clusters Score -1.728397e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94029 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -17284044.000000 Penalty: 14064.580078 Iteration 28Q: 3 clusters Score -1.728404e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94169 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -17284128.000000 Penalty: 14064.580078 Iteration 29Q: 3 clusters Score -1.728413e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94277 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -17284234.000000 Penalty: 14064.580078 Iteration 30Q: 3 clusters Score -1.728423e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94364 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -17284238.000000 Penalty: 14064.580078 Iteration 31Q: 3 clusters Score -1.728424e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94440 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -17284282.000000 Penalty: 14064.580078 Iteration 32Q: 3 clusters Score -1.728428e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94490 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -17284304.000000 Penalty: 14064.580078 Iteration 33Q: 3 clusters Score -1.72843e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94511 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -17284298.000000 Penalty: 14064.580078 Iteration 34Q: 3 clusters Score -1.72843e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94541 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -17284310.000000 Penalty: 14064.580078 Iteration 35Q: 3 clusters Score -1.728431e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94564 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -17284342.000000 Penalty: 14064.580078 Iteration 36Q: 3 clusters Score -1.728434e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94586 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -17284304.000000 Penalty: 14064.580078 Iteration 37Q: 3 clusters Score -1.72843e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94609 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -17284308.000000 Penalty: 14064.580078 Iteration 38Q: 3 clusters Score -1.728431e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94626 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -17284336.000000 Penalty: 14064.580078 Iteration 39Q: 3 clusters Score -1.728434e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94644 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -17284328.000000 Penalty: 14064.580078 Iteration 40F: 3 clusters Score -1.728433e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94655 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -17284340.000000 Penalty: 14064.580078 Iteration 41Q: 3 clusters Score -1.728434e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94663 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -17284336.000000 Penalty: 14064.580078 Iteration 42Q: 3 clusters Score -1.728434e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94669 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -17284338.000000 Penalty: 14064.580078 Iteration 43Q: 3 clusters Score -1.728434e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94673 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -17284344.000000 Penalty: 14064.580078 Iteration 44Q: 3 clusters Score -1.728434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94676 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -17284340.000000 Penalty: 14064.580078 Iteration 45Q: 3 clusters Score -1.728434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94679 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -17284360.000000 Penalty: 14064.580078 Iteration 46Q: 3 clusters Score -1.728436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94681 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 47Q: 3 clusters Score -1.728436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94683 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 48Q: 3 clusters Score -1.728436e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94687 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -17284340.000000 Penalty: 14064.580078 Iteration 49Q: 3 clusters Score -1.728434e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94693 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -17284350.000000 Penalty: 14064.580078 Iteration 50Q: 3 clusters Score -1.728435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94695 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 51Q: 3 clusters Score -1.728436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94697 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 52Q: 3 clusters Score -1.728436e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94700 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 53Q: 3 clusters Score -1.728436e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94703 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -17284350.000000 Penalty: 14064.580078 Iteration 54Q: 3 clusters Score -1.728435e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94702 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 55Q: 3 clusters Score -1.728436e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94702 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -17284356.000000 Penalty: 14064.580078 Iteration 56F: 3 clusters Score -1.728436e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Entering Unmasked Estep Score: -2551034.000000 Penalty: 5873.209961 Iteration 0F: 2 clusters Score -2551034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -2537919.750000 Penalty: 11746.419922 Iteration 0F: 3 clusters Score -2537920 nChanged 5714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -2541015.250000 Penalty: 11746.419922 Iteration 1F: 3 clusters Score -2541015 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -2541589.000000 Penalty: 11746.419922 Iteration 2F: 3 clusters Score -2541589 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -2541932.500000 Penalty: 11746.419922 Iteration 3Q: 3 clusters Score -2541932 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -2542247.250000 Penalty: 11746.419922 Iteration 4Q: 3 clusters Score -2542247 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -2542576.250000 Penalty: 11746.419922 Iteration 5Q: 3 clusters Score -2542576 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -2542951.000000 Penalty: 11746.419922 Iteration 6Q: 3 clusters Score -2542951 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2543305.500000 Penalty: 11746.419922 Iteration 7Q: 3 clusters Score -2543306 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -2543617.750000 Penalty: 11746.419922 Iteration 8Q: 3 clusters Score -2543618 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2543922.500000 Penalty: 11746.419922 Iteration 9Q: 3 clusters Score -2543922 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -2544209.750000 Penalty: 11746.419922 Iteration 10Q: 3 clusters Score -2544210 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -2544536.250000 Penalty: 11746.419922 Iteration 11Q: 3 clusters Score -2544536 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -2544842.250000 Penalty: 11746.419922 Iteration 12Q: 3 clusters Score -2544842 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -2545136.500000 Penalty: 11746.419922 Iteration 13Q: 3 clusters Score -2545136 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -2545434.250000 Penalty: 11746.419922 Iteration 14Q: 3 clusters Score -2545434 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -2545730.500000 Penalty: 11746.419922 Iteration 15Q: 3 clusters Score -2545730 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -2546028.750000 Penalty: 11746.419922 Iteration 16Q: 3 clusters Score -2546029 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -2546303.000000 Penalty: 11746.419922 Iteration 17Q: 3 clusters Score -2546303 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -2546566.500000 Penalty: 11746.419922 Iteration 18Q: 3 clusters Score -2546566 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -2546781.500000 Penalty: 11746.419922 Iteration 19Q: 3 clusters Score -2546782 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -2546971.500000 Penalty: 11746.419922 Iteration 20F: 3 clusters Score -2546972 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -2547120.750000 Penalty: 11746.419922 Iteration 21Q: 3 clusters Score -2547121 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -2547205.000000 Penalty: 11746.419922 Iteration 22Q: 3 clusters Score -2547205 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -2547284.250000 Penalty: 11746.419922 Iteration 23Q: 3 clusters Score -2547284 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -2547355.500000 Penalty: 11746.419922 Iteration 24Q: 3 clusters Score -2547356 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -2547409.000000 Penalty: 11746.419922 Iteration 25Q: 3 clusters Score -2547409 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -2547443.500000 Penalty: 11746.419922 Iteration 26Q: 3 clusters Score -2547444 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -2547488.250000 Penalty: 11746.419922 Iteration 27Q: 3 clusters Score -2547488 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -2547523.250000 Penalty: 11746.419922 Iteration 28Q: 3 clusters Score -2547523 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -2547549.500000 Penalty: 11746.419922 Iteration 29Q: 3 clusters Score -2547550 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -2547578.000000 Penalty: 11746.419922 Iteration 30Q: 3 clusters Score -2547578 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -2547608.250000 Penalty: 11746.419922 Iteration 31Q: 3 clusters Score -2547608 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -2547632.750000 Penalty: 11746.419922 Iteration 32Q: 3 clusters Score -2547633 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -2547651.750000 Penalty: 11746.419922 Iteration 33Q: 3 clusters Score -2547652 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -2547666.000000 Penalty: 11746.419922 Iteration 34Q: 3 clusters Score -2547666 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12142 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -2547674.500000 Penalty: 11746.419922 Iteration 35Q: 3 clusters Score -2547674 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -2547679.250000 Penalty: 11746.419922 Iteration 36Q: 3 clusters Score -2547679 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -2547686.250000 Penalty: 11746.419922 Iteration 37Q: 3 clusters Score -2547686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -2547692.750000 Penalty: 11746.419922 Iteration 38Q: 3 clusters Score -2547693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -2547693.750000 Penalty: 11746.419922 Iteration 39Q: 3 clusters Score -2547694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -2547695.250000 Penalty: 11746.419922 Iteration 40F: 3 clusters Score -2547695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -2547693.750000 Penalty: 11746.419922 Iteration 41Q: 3 clusters Score -2547694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -2547696.750000 Penalty: 11746.419922 Iteration 42Q: 3 clusters Score -2547697 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -2547696.500000 Penalty: 11746.419922 Iteration 43Q: 3 clusters Score -2547696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -2547702.500000 Penalty: 11746.419922 Iteration 44Q: 3 clusters Score -2547702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -2547702.000000 Penalty: 11746.419922 Iteration 45Q: 3 clusters Score -2547702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -2547702.750000 Penalty: 11746.419922 Iteration 46Q: 3 clusters Score -2547703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -2547700.250000 Penalty: 11746.419922 Iteration 47Q: 3 clusters Score -2547700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -2547704.500000 Penalty: 11746.419922 Iteration 48Q: 3 clusters Score -2547704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -2547707.500000 Penalty: 11746.419922 Iteration 49Q: 3 clusters Score -2547708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2547710.000000 Penalty: 11746.419922 Iteration 50Q: 3 clusters Score -2547710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -2547713.250000 Penalty: 11746.419922 Iteration 51Q: 3 clusters Score -2547713 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2547714.250000 Penalty: 11746.419922 Iteration 52Q: 3 clusters Score -2547714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -2547716.000000 Penalty: 11746.419922 Iteration 53Q: 3 clusters Score -2547716 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -2547722.500000 Penalty: 11746.419922 Iteration 54Q: 3 clusters Score -2547722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -2547731.500000 Penalty: 11746.419922 Iteration 55Q: 3 clusters Score -2547732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -2547731.750000 Penalty: 11746.419922 Iteration 56Q: 3 clusters Score -2547732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12261 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -2547735.750000 Penalty: 11746.419922 Iteration 57Q: 3 clusters Score -2547736 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -2547741.500000 Penalty: 11746.419922 Iteration 58Q: 3 clusters Score -2547742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12270 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2547743.250000 Penalty: 11746.419922 Iteration 59Q: 3 clusters Score -2547743 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -2547745.750000 Penalty: 11746.419922 Iteration 60F: 3 clusters Score -2547746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12281 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -2547750.500000 Penalty: 11746.419922 Iteration 61Q: 3 clusters Score -2547750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -2547749.750000 Penalty: 11746.419922 Iteration 62Q: 3 clusters Score -2547750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -2547750.000000 Penalty: 11746.419922 Iteration 63Q: 3 clusters Score -2547750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -2547750.000000 Penalty: 11746.419922 Iteration 64F: 3 clusters Score -2547750 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Entering Unmasked Estep Score: -1447379.125000 Penalty: 5539.770020 Iteration 0F: 2 clusters Score -1447379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1438099.750000 Penalty: 11079.540039 Iteration 0F: 3 clusters Score -1438100 nChanged 3056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1439950.500000 Penalty: 11079.540039 Iteration 1F: 3 clusters Score -1439950 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1440350.000000 Penalty: 11079.540039 Iteration 2F: 3 clusters Score -1440350 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1440579.500000 Penalty: 11079.540039 Iteration 3Q: 3 clusters Score -1440580 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1440706.375000 Penalty: 11079.540039 Iteration 4Q: 3 clusters Score -1440706 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1440809.875000 Penalty: 11079.540039 Iteration 5Q: 3 clusters Score -1440810 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1440884.875000 Penalty: 11079.540039 Iteration 6Q: 3 clusters Score -1440885 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1440949.875000 Penalty: 11079.540039 Iteration 7Q: 3 clusters Score -1440950 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1441008.500000 Penalty: 11079.540039 Iteration 8Q: 3 clusters Score -1441008 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1441059.750000 Penalty: 11079.540039 Iteration 9Q: 3 clusters Score -1441060 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1441098.875000 Penalty: 11079.540039 Iteration 10Q: 3 clusters Score -1441099 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1441135.500000 Penalty: 11079.540039 Iteration 11Q: 3 clusters Score -1441136 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1441172.875000 Penalty: 11079.540039 Iteration 12Q: 3 clusters Score -1441173 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1441212.250000 Penalty: 11079.540039 Iteration 13Q: 3 clusters Score -1441212 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1441246.750000 Penalty: 11079.540039 Iteration 14Q: 3 clusters Score -1441247 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1441276.500000 Penalty: 11079.540039 Iteration 15Q: 3 clusters Score -1441276 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1441306.375000 Penalty: 11079.540039 Iteration 16Q: 3 clusters Score -1441306 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1441347.250000 Penalty: 11079.540039 Iteration 17Q: 3 clusters Score -1441347 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1441381.625000 Penalty: 11079.540039 Iteration 18Q: 3 clusters Score -1441382 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1441407.250000 Penalty: 11079.540039 Iteration 19Q: 3 clusters Score -1441407 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1441443.250000 Penalty: 11079.540039 Iteration 20F: 3 clusters Score -1441443 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1441471.625000 Penalty: 11079.540039 Iteration 21Q: 3 clusters Score -1441472 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1441502.500000 Penalty: 11079.540039 Iteration 22Q: 3 clusters Score -1441502 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1441522.750000 Penalty: 11079.540039 Iteration 23Q: 3 clusters Score -1441523 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1441554.000000 Penalty: 11079.540039 Iteration 24Q: 3 clusters Score -1441554 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1441569.250000 Penalty: 11079.540039 Iteration 25Q: 3 clusters Score -1441569 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1441583.875000 Penalty: 11079.540039 Iteration 26Q: 3 clusters Score -1441584 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1441602.875000 Penalty: 11079.540039 Iteration 27Q: 3 clusters Score -1441603 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1441629.500000 Penalty: 11079.540039 Iteration 28Q: 3 clusters Score -1441630 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1441646.500000 Penalty: 11079.540039 Iteration 29Q: 3 clusters Score -1441646 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1441674.500000 Penalty: 11079.540039 Iteration 30Q: 3 clusters Score -1441674 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1441697.875000 Penalty: 11079.540039 Iteration 31Q: 3 clusters Score -1441698 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1441717.750000 Penalty: 11079.540039 Iteration 32Q: 3 clusters Score -1441718 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1441741.000000 Penalty: 11079.540039 Iteration 33Q: 3 clusters Score -1441741 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1441759.000000 Penalty: 11079.540039 Iteration 34Q: 3 clusters Score -1441759 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1441770.875000 Penalty: 11079.540039 Iteration 35Q: 3 clusters Score -1441771 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1441782.250000 Penalty: 11079.540039 Iteration 36Q: 3 clusters Score -1441782 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1441793.250000 Penalty: 11079.540039 Iteration 37Q: 3 clusters Score -1441793 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1441809.750000 Penalty: 11079.540039 Iteration 38Q: 3 clusters Score -1441810 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1441830.125000 Penalty: 11079.540039 Iteration 39Q: 3 clusters Score -1441830 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1441849.250000 Penalty: 11079.540039 Iteration 40F: 3 clusters Score -1441849 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1441866.875000 Penalty: 11079.540039 Iteration 41Q: 3 clusters Score -1441867 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1441884.500000 Penalty: 11079.540039 Iteration 42Q: 3 clusters Score -1441884 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1441894.625000 Penalty: 11079.540039 Iteration 43Q: 3 clusters Score -1441895 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1441910.750000 Penalty: 11079.540039 Iteration 44Q: 3 clusters Score -1441911 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1441927.875000 Penalty: 11079.540039 Iteration 45Q: 3 clusters Score -1441928 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1441942.875000 Penalty: 11079.540039 Iteration 46Q: 3 clusters Score -1441943 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1441952.875000 Penalty: 11079.540039 Iteration 47Q: 3 clusters Score -1441953 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1441962.500000 Penalty: 11079.540039 Iteration 48Q: 3 clusters Score -1441962 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -1441967.750000 Penalty: 11079.540039 Iteration 49Q: 3 clusters Score -1441968 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1441981.750000 Penalty: 11079.540039 Iteration 50Q: 3 clusters Score -1441982 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -1441990.125000 Penalty: 11079.540039 Iteration 51Q: 3 clusters Score -1441990 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1442003.000000 Penalty: 11079.540039 Iteration 52Q: 3 clusters Score -1442003 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1442004.125000 Penalty: 11079.540039 Iteration 53Q: 3 clusters Score -1442004 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1442013.625000 Penalty: 11079.540039 Iteration 54Q: 3 clusters Score -1442014 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1442020.750000 Penalty: 11079.540039 Iteration 55Q: 3 clusters Score -1442021 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1442024.625000 Penalty: 11079.540039 Iteration 56Q: 3 clusters Score -1442025 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1442034.500000 Penalty: 11079.540039 Iteration 57Q: 3 clusters Score -1442034 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1442042.125000 Penalty: 11079.540039 Iteration 58Q: 3 clusters Score -1442042 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1442048.000000 Penalty: 11079.540039 Iteration 59Q: 3 clusters Score -1442048 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1442053.750000 Penalty: 11079.540039 Iteration 60F: 3 clusters Score -1442054 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1442059.875000 Penalty: 11079.540039 Iteration 61Q: 3 clusters Score -1442060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1442064.625000 Penalty: 11079.540039 Iteration 62Q: 3 clusters Score -1442065 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1442069.750000 Penalty: 11079.540039 Iteration 63Q: 3 clusters Score -1442070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1442077.500000 Penalty: 11079.540039 Iteration 64Q: 3 clusters Score -1442078 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1442086.875000 Penalty: 11079.540039 Iteration 65Q: 3 clusters Score -1442087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1442088.500000 Penalty: 11079.540039 Iteration 66Q: 3 clusters Score -1442088 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1442098.750000 Penalty: 11079.540039 Iteration 67Q: 3 clusters Score -1442099 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1442099.375000 Penalty: 11079.540039 Iteration 68Q: 3 clusters Score -1442099 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1442106.125000 Penalty: 11079.540039 Iteration 69Q: 3 clusters Score -1442106 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1442112.500000 Penalty: 11079.540039 Iteration 70Q: 3 clusters Score -1442112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1442116.625000 Penalty: 11079.540039 Iteration 71Q: 3 clusters Score -1442117 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1442124.375000 Penalty: 11079.540039 Iteration 72Q: 3 clusters Score -1442124 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1442131.125000 Penalty: 11079.540039 Iteration 73Q: 3 clusters Score -1442131 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1442140.500000 Penalty: 11079.540039 Iteration 74Q: 3 clusters Score -1442140 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1442149.500000 Penalty: 11079.540039 Iteration 75Q: 3 clusters Score -1442150 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1442160.125000 Penalty: 11079.540039 Iteration 76Q: 3 clusters Score -1442160 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1442175.625000 Penalty: 11079.540039 Iteration 77Q: 3 clusters Score -1442176 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1442185.250000 Penalty: 11079.540039 Iteration 78Q: 3 clusters Score -1442185 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1442193.000000 Penalty: 11079.540039 Iteration 79Q: 3 clusters Score -1442193 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -1442198.250000 Penalty: 11079.540039 Iteration 80F: 3 clusters Score -1442198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1442200.750000 Penalty: 11079.540039 Iteration 81Q: 3 clusters Score -1442201 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1442202.875000 Penalty: 11079.540039 Iteration 82Q: 3 clusters Score -1442203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1442205.000000 Penalty: 11079.540039 Iteration 83Q: 3 clusters Score -1442205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1442205.500000 Penalty: 11079.540039 Iteration 84Q: 3 clusters Score -1442206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1442207.625000 Penalty: 11079.540039 Iteration 85Q: 3 clusters Score -1442208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1442208.000000 Penalty: 11079.540039 Iteration 86Q: 3 clusters Score -1442208 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1442208.000000 Penalty: 11079.540039 Iteration 87F: 3 clusters Score -1442208 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (23896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23896 members Entering Unmasked Estep Score: -4209747.000000 Penalty: 6174.898438 Iteration 0F: 2 clusters Score -4209747 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -4190845.250000 Penalty: 12349.796875 Iteration 0F: 3 clusters Score -4190845 nChanged 9901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -4196432.500000 Penalty: 12349.796875 Iteration 1F: 3 clusters Score -4196432 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -4197933.000000 Penalty: 12349.796875 Iteration 2F: 3 clusters Score -4197933 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -4199894.000000 Penalty: 12349.796875 Iteration 3F: 3 clusters Score -4199894 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 13937 members Entering Unmasked Estep Score: -4202664.500000 Penalty: 12349.796875 Iteration 4F: 3 clusters Score -4202664 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -4205518.500000 Penalty: 12349.796875 Iteration 5F: 3 clusters Score -4205518 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 16491 members Entering Unmasked Estep Score: -4207604.000000 Penalty: 12349.796875 Iteration 6F: 3 clusters Score -4207604 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 17247 members Entering Unmasked Estep Score: -4208590.500000 Penalty: 12349.796875 Iteration 7F: 3 clusters Score -4208590 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -4208987.500000 Penalty: 12349.796875 Iteration 8Q: 3 clusters Score -4208988 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 17923 members Entering Unmasked Estep Score: -4209178.000000 Penalty: 12349.796875 Iteration 9Q: 3 clusters Score -4209178 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 18086 members Entering Unmasked Estep Score: -4209285.000000 Penalty: 12349.796875 Iteration 10Q: 3 clusters Score -4209285 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -4209314.000000 Penalty: 12349.796875 Iteration 11Q: 3 clusters Score -4209314 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 18242 members Entering Unmasked Estep Score: -4209342.000000 Penalty: 12349.796875 Iteration 12Q: 3 clusters Score -4209342 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -4209365.000000 Penalty: 12349.796875 Iteration 13Q: 3 clusters Score -4209365 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -4209364.000000 Penalty: 12349.796875 Iteration 14Q: 3 clusters Score -4209364 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -4209373.000000 Penalty: 12349.796875 Iteration 15Q: 3 clusters Score -4209373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -4209384.000000 Penalty: 12349.796875 Iteration 16Q: 3 clusters Score -4209384 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -4209383.000000 Penalty: 12349.796875 Iteration 17Q: 3 clusters Score -4209383 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -4209395.000000 Penalty: 12349.796875 Iteration 18Q: 3 clusters Score -4209395 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 18321 members Entering Unmasked Estep Score: -4209395.500000 Penalty: 12349.796875 Iteration 19Q: 3 clusters Score -4209396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 18322 members Entering Unmasked Estep Score: -4209395.500000 Penalty: 12349.796875 Iteration 20F: 3 clusters Score -4209396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 18325 members Entering Unmasked Estep Score: -4209392.000000 Penalty: 12349.796875 Iteration 21Q: 3 clusters Score -4209392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 18327 members Entering Unmasked Estep Score: -4209396.500000 Penalty: 12349.796875 Iteration 22Q: 3 clusters Score -4209396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -4209396.000000 Penalty: 12349.796875 Iteration 23Q: 3 clusters Score -4209396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -4209396.000000 Penalty: 12349.796875 Iteration 24F: 3 clusters Score -4209396 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -161728.890625 Penalty: 4302.597656 Iteration 0F: 2 clusters Score -161728.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -157787.656250 Penalty: 8605.195312 Iteration 0F: 3 clusters Score -157787.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -158642.203125 Penalty: 8605.195312 Iteration 1F: 3 clusters Score -158642.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -159321.000000 Penalty: 8605.195312 Iteration 2F: 3 clusters Score -159321 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -160010.562500 Penalty: 8605.195312 Iteration 3F: 3 clusters Score -160010.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -160810.140625 Penalty: 8605.195312 Iteration 4F: 3 clusters Score -160810.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -161269.406250 Penalty: 8605.195312 Iteration 5Q: 3 clusters Score -161269.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -161546.781250 Penalty: 8605.195312 Iteration 6Q: 3 clusters Score -161546.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -161625.609375 Penalty: 8605.195312 Iteration 7Q: 3 clusters Score -161625.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -161720.218750 Penalty: 8605.195312 Iteration 8Q: 3 clusters Score -161720.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -161812.671875 Penalty: 8605.195312 Iteration 9Q: 3 clusters Score -161812.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -161887.750000 Penalty: 8605.195312 Iteration 10Q: 3 clusters Score -161887.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -162024.015625 Penalty: 8605.195312 Iteration 11Q: 3 clusters Score -162024 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -162106.625000 Penalty: 8605.195312 Iteration 12Q: 3 clusters Score -162106.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -162165.125000 Penalty: 8605.195312 Iteration 13Q: 3 clusters Score -162165.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -162572.796875 Penalty: 8605.195312 Iteration 14Q: 3 clusters Score -162572.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -162832.328125 Penalty: 8605.195312 Iteration 15Q: 3 clusters Score -162832.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -162988.656250 Penalty: 8605.195312 Iteration 16Q: 3 clusters Score -162988.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -163016.765625 Penalty: 8605.195312 Iteration 17Q: 3 clusters Score -163016.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -163047.500000 Penalty: 8605.195312 Iteration 18Q: 3 clusters Score -163047.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -163053.921875 Penalty: 8605.195312 Iteration 19Q: 3 clusters Score -163053.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -163053.921875 Penalty: 8605.195312 Iteration 20F: 3 clusters Score -163053.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 145750 members Mstep: Class 3 contains 454 members Mstep: Class 5 contains 96886 members Mstep: Class 6 contains 14602 members Mstep: Class 9 contains 8472 members Mstep: Class 10 contains 23896 members Mstep: Class 11 contains 670 members Mstep: Class 12 contains 45318 members Mstep: Class 14 contains 13626 members Mstep: Class 15 contains 24310 members Mstep: Class 17 contains 9259 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6108 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70953144.000000 Penalty: 134526.734375 Splitting cluster 11 changes total score from -70955408.000000 to -70953144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (45318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45318 members Entering Unmasked Estep Score: -8053559.500000 Penalty: 6566.894043 Iteration 0F: 2 clusters Score -8053560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22799 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -8020971.500000 Penalty: 13133.788086 Iteration 0F: 3 clusters Score -8020972 nChanged 19768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23671 members Mstep: Class 2 contains 21647 members Entering Unmasked Estep Score: -8031538.000000 Penalty: 13133.788086 Iteration 1F: 3 clusters Score -8031538 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24305 members Mstep: Class 2 contains 21013 members Entering Unmasked Estep Score: -8032451.500000 Penalty: 13133.788086 Iteration 2F: 3 clusters Score -8032452 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25194 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -8033292.000000 Penalty: 13133.788086 Iteration 3Q: 3 clusters Score -8033292 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26317 members Mstep: Class 2 contains 19001 members Entering Unmasked Estep Score: -8034144.500000 Penalty: 13133.788086 Iteration 4Q: 3 clusters Score -8034144 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27768 members Mstep: Class 2 contains 17550 members Entering Unmasked Estep Score: -8035167.500000 Penalty: 13133.788086 Iteration 5Q: 3 clusters Score -8035168 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 15747 members Entering Unmasked Estep Score: -8036332.500000 Penalty: 13133.788086 Iteration 6F: 3 clusters Score -8036332 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31726 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -8037933.000000 Penalty: 13133.788086 Iteration 7F: 3 clusters Score -8037933 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34244 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -8040036.000000 Penalty: 13133.788086 Iteration 8F: 3 clusters Score -8040036 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36933 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -8042366.000000 Penalty: 13133.788086 Iteration 9F: 3 clusters Score -8042366 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39348 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -8044508.000000 Penalty: 13133.788086 Iteration 10F: 3 clusters Score -8044508 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41059 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -8045973.500000 Penalty: 13133.788086 Iteration 11Q: 3 clusters Score -8045974 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42176 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -8046822.000000 Penalty: 13133.788086 Iteration 12Q: 3 clusters Score -8046822 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42843 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -8047303.000000 Penalty: 13133.788086 Iteration 13Q: 3 clusters Score -8047303 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43240 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -8047582.000000 Penalty: 13133.788086 Iteration 14Q: 3 clusters Score -8047582 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43494 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -8047756.500000 Penalty: 13133.788086 Iteration 15Q: 3 clusters Score -8047756 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43661 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -8047870.000000 Penalty: 13133.788086 Iteration 16Q: 3 clusters Score -8047870 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43769 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -8047956.500000 Penalty: 13133.788086 Iteration 17Q: 3 clusters Score -8047956 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43838 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -8048008.000000 Penalty: 13133.788086 Iteration 18Q: 3 clusters Score -8048008 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43889 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -8048054.000000 Penalty: 13133.788086 Iteration 19Q: 3 clusters Score -8048054 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43928 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -8048087.000000 Penalty: 13133.788086 Iteration 20F: 3 clusters Score -8048087 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43959 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -8048123.500000 Penalty: 13133.788086 Iteration 21Q: 3 clusters Score -8048124 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43983 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -8048146.000000 Penalty: 13133.788086 Iteration 22Q: 3 clusters Score -8048146 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43994 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -8048156.500000 Penalty: 13133.788086 Iteration 23Q: 3 clusters Score -8048156 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44005 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -8048158.500000 Penalty: 13133.788086 Iteration 24Q: 3 clusters Score -8048158 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44015 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -8048160.500000 Penalty: 13133.788086 Iteration 25Q: 3 clusters Score -8048160 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44023 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -8048170.500000 Penalty: 13133.788086 Iteration 26Q: 3 clusters Score -8048170 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44025 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -8048171.000000 Penalty: 13133.788086 Iteration 27Q: 3 clusters Score -8048171 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44029 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -8048174.500000 Penalty: 13133.788086 Iteration 28Q: 3 clusters Score -8048174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44032 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -8048185.000000 Penalty: 13133.788086 Iteration 29Q: 3 clusters Score -8048185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44035 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -8048183.500000 Penalty: 13133.788086 Iteration 30Q: 3 clusters Score -8048184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44038 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -8048189.000000 Penalty: 13133.788086 Iteration 31Q: 3 clusters Score -8048189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44040 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -8048197.000000 Penalty: 13133.788086 Iteration 32Q: 3 clusters Score -8048197 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44040 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -8048197.000000 Penalty: 13133.788086 Iteration 33F: 3 clusters Score -8048197 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (13626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Entering Unmasked Estep Score: -2386482.250000 Penalty: 5830.837891 Iteration 0F: 2 clusters Score -2386482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -2374085.750000 Penalty: 11661.675781 Iteration 0F: 3 clusters Score -2374086 nChanged 5350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -2377016.000000 Penalty: 11661.675781 Iteration 1F: 3 clusters Score -2377016 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2377541.000000 Penalty: 11661.675781 Iteration 2F: 3 clusters Score -2377541 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -2377910.500000 Penalty: 11661.675781 Iteration 3Q: 3 clusters Score -2377910 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2378203.000000 Penalty: 11661.675781 Iteration 4Q: 3 clusters Score -2378203 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -2378473.750000 Penalty: 11661.675781 Iteration 5Q: 3 clusters Score -2378474 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -2378712.500000 Penalty: 11661.675781 Iteration 6Q: 3 clusters Score -2378712 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -2378997.750000 Penalty: 11661.675781 Iteration 7Q: 3 clusters Score -2378998 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -2379290.500000 Penalty: 11661.675781 Iteration 8Q: 3 clusters Score -2379290 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -2379569.000000 Penalty: 11661.675781 Iteration 9Q: 3 clusters Score -2379569 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -2379891.250000 Penalty: 11661.675781 Iteration 10Q: 3 clusters Score -2379891 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -2380263.250000 Penalty: 11661.675781 Iteration 11Q: 3 clusters Score -2380263 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -2380639.500000 Penalty: 11661.675781 Iteration 12Q: 3 clusters Score -2380640 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -2381008.000000 Penalty: 11661.675781 Iteration 13Q: 3 clusters Score -2381008 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -2381326.750000 Penalty: 11661.675781 Iteration 14Q: 3 clusters Score -2381327 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -2381601.500000 Penalty: 11661.675781 Iteration 15Q: 3 clusters Score -2381602 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -2381847.500000 Penalty: 11661.675781 Iteration 16Q: 3 clusters Score -2381848 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -2382060.750000 Penalty: 11661.675781 Iteration 17Q: 3 clusters Score -2382061 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -2382218.500000 Penalty: 11661.675781 Iteration 18Q: 3 clusters Score -2382218 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -2382300.250000 Penalty: 11661.675781 Iteration 19Q: 3 clusters Score -2382300 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -2382385.500000 Penalty: 11661.675781 Iteration 20F: 3 clusters Score -2382386 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -2382438.250000 Penalty: 11661.675781 Iteration 21Q: 3 clusters Score -2382438 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -2382476.000000 Penalty: 11661.675781 Iteration 22Q: 3 clusters Score -2382476 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -2382497.000000 Penalty: 11661.675781 Iteration 23Q: 3 clusters Score -2382497 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -2382516.750000 Penalty: 11661.675781 Iteration 24Q: 3 clusters Score -2382517 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -2382542.500000 Penalty: 11661.675781 Iteration 25Q: 3 clusters Score -2382542 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -2382559.000000 Penalty: 11661.675781 Iteration 26Q: 3 clusters Score -2382559 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -2382569.750000 Penalty: 11661.675781 Iteration 27Q: 3 clusters Score -2382570 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -2382577.250000 Penalty: 11661.675781 Iteration 28Q: 3 clusters Score -2382577 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -2382594.750000 Penalty: 11661.675781 Iteration 29Q: 3 clusters Score -2382595 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -2382595.250000 Penalty: 11661.675781 Iteration 30Q: 3 clusters Score -2382595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2382593.000000 Penalty: 11661.675781 Iteration 31Q: 3 clusters Score -2382593 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -2382600.750000 Penalty: 11661.675781 Iteration 32Q: 3 clusters Score -2382601 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2382607.000000 Penalty: 11661.675781 Iteration 33Q: 3 clusters Score -2382607 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2382608.750000 Penalty: 11661.675781 Iteration 34Q: 3 clusters Score -2382609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -2382613.250000 Penalty: 11661.675781 Iteration 35Q: 3 clusters Score -2382613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -2382618.500000 Penalty: 11661.675781 Iteration 36Q: 3 clusters Score -2382618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -2382619.000000 Penalty: 11661.675781 Iteration 37Q: 3 clusters Score -2382619 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2382618.000000 Penalty: 11661.675781 Iteration 38Q: 3 clusters Score -2382618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -2382621.500000 Penalty: 11661.675781 Iteration 39Q: 3 clusters Score -2382622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -2382625.250000 Penalty: 11661.675781 Iteration 40F: 3 clusters Score -2382625 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (24310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24310 members Entering Unmasked Estep Score: -4202279.500000 Penalty: 6185.418945 Iteration 0F: 2 clusters Score -4202280 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12164 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -4183076.250000 Penalty: 12370.837891 Iteration 0F: 3 clusters Score -4183076 nChanged 10030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -4189414.500000 Penalty: 12370.837891 Iteration 1F: 3 clusters Score -4189414 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -4191277.000000 Penalty: 12370.837891 Iteration 2F: 3 clusters Score -4191277 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14184 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -4193042.750000 Penalty: 12370.837891 Iteration 3F: 3 clusters Score -4193043 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15495 members Mstep: Class 2 contains 8815 members Entering Unmasked Estep Score: -4194742.500000 Penalty: 12370.837891 Iteration 4F: 3 clusters Score -4194742 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16937 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -4196303.500000 Penalty: 12370.837891 Iteration 5F: 3 clusters Score -4196304 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18239 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -4197606.000000 Penalty: 12370.837891 Iteration 6F: 3 clusters Score -4197606 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -4198506.000000 Penalty: 12370.837891 Iteration 7Q: 3 clusters Score -4198506 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -4199096.500000 Penalty: 12370.837891 Iteration 8Q: 3 clusters Score -4199096 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -4199448.500000 Penalty: 12370.837891 Iteration 9Q: 3 clusters Score -4199448 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20860 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -4199744.000000 Penalty: 12370.837891 Iteration 10Q: 3 clusters Score -4199744 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -4199959.000000 Penalty: 12370.837891 Iteration 11Q: 3 clusters Score -4199959 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21359 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -4200080.000000 Penalty: 12370.837891 Iteration 12Q: 3 clusters Score -4200080 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21522 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -4200151.000000 Penalty: 12370.837891 Iteration 13Q: 3 clusters Score -4200151 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -4200221.500000 Penalty: 12370.837891 Iteration 14Q: 3 clusters Score -4200222 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21740 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -4200268.000000 Penalty: 12370.837891 Iteration 15Q: 3 clusters Score -4200268 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -4200290.500000 Penalty: 12370.837891 Iteration 16Q: 3 clusters Score -4200290 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -4200312.000000 Penalty: 12370.837891 Iteration 17Q: 3 clusters Score -4200312 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21864 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -4200312.500000 Penalty: 12370.837891 Iteration 18Q: 3 clusters Score -4200312 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21881 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -4200314.000000 Penalty: 12370.837891 Iteration 19Q: 3 clusters Score -4200314 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -4200324.500000 Penalty: 12370.837891 Iteration 20F: 3 clusters Score -4200324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -4200326.000000 Penalty: 12370.837891 Iteration 21Q: 3 clusters Score -4200326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21924 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -4200324.500000 Penalty: 12370.837891 Iteration 22Q: 3 clusters Score -4200324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21937 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -4200332.500000 Penalty: 12370.837891 Iteration 23Q: 3 clusters Score -4200332 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21947 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -4200338.000000 Penalty: 12370.837891 Iteration 24Q: 3 clusters Score -4200338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -4200338.000000 Penalty: 12370.837891 Iteration 25Q: 3 clusters Score -4200338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21967 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -4200344.000000 Penalty: 12370.837891 Iteration 26Q: 3 clusters Score -4200344 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -4200353.500000 Penalty: 12370.837891 Iteration 27Q: 3 clusters Score -4200354 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -4200355.500000 Penalty: 12370.837891 Iteration 28Q: 3 clusters Score -4200356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22009 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -4200361.500000 Penalty: 12370.837891 Iteration 29Q: 3 clusters Score -4200362 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22022 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -4200356.500000 Penalty: 12370.837891 Iteration 30Q: 3 clusters Score -4200356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22032 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -4200363.000000 Penalty: 12370.837891 Iteration 31Q: 3 clusters Score -4200363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22044 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -4200371.000000 Penalty: 12370.837891 Iteration 32Q: 3 clusters Score -4200371 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22056 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -4200379.000000 Penalty: 12370.837891 Iteration 33Q: 3 clusters Score -4200379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22064 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -4200376.500000 Penalty: 12370.837891 Iteration 34Q: 3 clusters Score -4200376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -4200378.500000 Penalty: 12370.837891 Iteration 35Q: 3 clusters Score -4200378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22077 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -4200383.000000 Penalty: 12370.837891 Iteration 36Q: 3 clusters Score -4200383 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22079 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -4200384.000000 Penalty: 12370.837891 Iteration 37Q: 3 clusters Score -4200384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -4200384.000000 Penalty: 12370.837891 Iteration 38Q: 3 clusters Score -4200384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -4200384.000000 Penalty: 12370.837891 Iteration 39F: 3 clusters Score -4200384 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Entering Unmasked Estep Score: -1552500.500000 Penalty: 5594.177734 Iteration 0F: 2 clusters Score -1552500 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1542697.125000 Penalty: 11188.355469 Iteration 0F: 3 clusters Score -1542697 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -1544624.000000 Penalty: 11188.355469 Iteration 1F: 3 clusters Score -1544624 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1545105.500000 Penalty: 11188.355469 Iteration 2F: 3 clusters Score -1545106 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1545440.625000 Penalty: 11188.355469 Iteration 3F: 3 clusters Score -1545441 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1545702.875000 Penalty: 11188.355469 Iteration 4Q: 3 clusters Score -1545703 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1545937.750000 Penalty: 11188.355469 Iteration 5Q: 3 clusters Score -1545938 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -1546165.125000 Penalty: 11188.355469 Iteration 6Q: 3 clusters Score -1546165 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1546395.375000 Penalty: 11188.355469 Iteration 7Q: 3 clusters Score -1546395 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1546623.375000 Penalty: 11188.355469 Iteration 8Q: 3 clusters Score -1546623 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1546858.000000 Penalty: 11188.355469 Iteration 9Q: 3 clusters Score -1546858 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1547115.750000 Penalty: 11188.355469 Iteration 10Q: 3 clusters Score -1547116 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1547350.250000 Penalty: 11188.355469 Iteration 11Q: 3 clusters Score -1547350 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1547608.875000 Penalty: 11188.355469 Iteration 12Q: 3 clusters Score -1547609 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1547794.000000 Penalty: 11188.355469 Iteration 13Q: 3 clusters Score -1547794 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1547927.875000 Penalty: 11188.355469 Iteration 14Q: 3 clusters Score -1547928 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -1548030.375000 Penalty: 11188.355469 Iteration 15Q: 3 clusters Score -1548030 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -1548141.125000 Penalty: 11188.355469 Iteration 16Q: 3 clusters Score -1548141 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1548237.875000 Penalty: 11188.355469 Iteration 17Q: 3 clusters Score -1548238 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1548328.125000 Penalty: 11188.355469 Iteration 18Q: 3 clusters Score -1548328 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1548420.625000 Penalty: 11188.355469 Iteration 19Q: 3 clusters Score -1548421 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1548506.125000 Penalty: 11188.355469 Iteration 20F: 3 clusters Score -1548506 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1548621.250000 Penalty: 11188.355469 Iteration 21Q: 3 clusters Score -1548621 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1548735.625000 Penalty: 11188.355469 Iteration 22Q: 3 clusters Score -1548736 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1548859.500000 Penalty: 11188.355469 Iteration 23Q: 3 clusters Score -1548860 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1549002.125000 Penalty: 11188.355469 Iteration 24Q: 3 clusters Score -1549002 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1549150.500000 Penalty: 11188.355469 Iteration 25Q: 3 clusters Score -1549150 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -1549283.625000 Penalty: 11188.355469 Iteration 26Q: 3 clusters Score -1549284 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1549386.875000 Penalty: 11188.355469 Iteration 27Q: 3 clusters Score -1549387 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1549467.500000 Penalty: 11188.355469 Iteration 28Q: 3 clusters Score -1549468 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1549515.500000 Penalty: 11188.355469 Iteration 29Q: 3 clusters Score -1549516 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1549569.750000 Penalty: 11188.355469 Iteration 30Q: 3 clusters Score -1549570 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1549609.000000 Penalty: 11188.355469 Iteration 31Q: 3 clusters Score -1549609 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1549632.000000 Penalty: 11188.355469 Iteration 32Q: 3 clusters Score -1549632 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1549652.375000 Penalty: 11188.355469 Iteration 33Q: 3 clusters Score -1549652 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -1549668.000000 Penalty: 11188.355469 Iteration 34Q: 3 clusters Score -1549668 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1549676.625000 Penalty: 11188.355469 Iteration 35Q: 3 clusters Score -1549677 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1549693.625000 Penalty: 11188.355469 Iteration 36Q: 3 clusters Score -1549694 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1549704.625000 Penalty: 11188.355469 Iteration 37Q: 3 clusters Score -1549705 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1549708.625000 Penalty: 11188.355469 Iteration 38Q: 3 clusters Score -1549709 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1549712.875000 Penalty: 11188.355469 Iteration 39Q: 3 clusters Score -1549713 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1549718.875000 Penalty: 11188.355469 Iteration 40F: 3 clusters Score -1549719 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1549719.500000 Penalty: 11188.355469 Iteration 41Q: 3 clusters Score -1549720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1549723.000000 Penalty: 11188.355469 Iteration 42Q: 3 clusters Score -1549723 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1549728.375000 Penalty: 11188.355469 Iteration 43Q: 3 clusters Score -1549728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1549731.000000 Penalty: 11188.355469 Iteration 44Q: 3 clusters Score -1549731 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1549729.125000 Penalty: 11188.355469 Iteration 45Q: 3 clusters Score -1549729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1549727.000000 Penalty: 11188.355469 Iteration 46Q: 3 clusters Score -1549727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1549732.000000 Penalty: 11188.355469 Iteration 47Q: 3 clusters Score -1549732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1549731.875000 Penalty: 11188.355469 Iteration 48Q: 3 clusters Score -1549732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1549736.375000 Penalty: 11188.355469 Iteration 49Q: 3 clusters Score -1549736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1549738.000000 Penalty: 11188.355469 Iteration 50Q: 3 clusters Score -1549738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1549738.625000 Penalty: 11188.355469 Iteration 51Q: 3 clusters Score -1549739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1549739.500000 Penalty: 11188.355469 Iteration 52Q: 3 clusters Score -1549740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1549745.750000 Penalty: 11188.355469 Iteration 53Q: 3 clusters Score -1549746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1549741.750000 Penalty: 11188.355469 Iteration 54Q: 3 clusters Score -1549742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1549743.375000 Penalty: 11188.355469 Iteration 55Q: 3 clusters Score -1549743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -1549743.125000 Penalty: 11188.355469 Iteration 56Q: 3 clusters Score -1549743 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -1549749.000000 Penalty: 11188.355469 Iteration 57Q: 3 clusters Score -1549749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1549752.250000 Penalty: 11188.355469 Iteration 58Q: 3 clusters Score -1549752 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1549752.000000 Penalty: 11188.355469 Iteration 59Q: 3 clusters Score -1549752 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1549763.250000 Penalty: 11188.355469 Iteration 60F: 3 clusters Score -1549763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1549763.500000 Penalty: 11188.355469 Iteration 61Q: 3 clusters Score -1549764 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1549765.875000 Penalty: 11188.355469 Iteration 62Q: 3 clusters Score -1549766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1549766.625000 Penalty: 11188.355469 Iteration 63Q: 3 clusters Score -1549767 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1549768.375000 Penalty: 11188.355469 Iteration 64Q: 3 clusters Score -1549768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1549769.250000 Penalty: 11188.355469 Iteration 65Q: 3 clusters Score -1549769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1549769.250000 Penalty: 11188.355469 Iteration 66Q: 3 clusters Score -1549769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1549769.375000 Penalty: 11188.355469 Iteration 67Q: 3 clusters Score -1549769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1549770.250000 Penalty: 11188.355469 Iteration 68Q: 3 clusters Score -1549770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -1549777.125000 Penalty: 11188.355469 Iteration 69Q: 3 clusters Score -1549777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1549779.375000 Penalty: 11188.355469 Iteration 70Q: 3 clusters Score -1549779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -1549777.250000 Penalty: 11188.355469 Iteration 71Q: 3 clusters Score -1549777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1549779.750000 Penalty: 11188.355469 Iteration 72Q: 3 clusters Score -1549780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1549783.875000 Penalty: 11188.355469 Iteration 73Q: 3 clusters Score -1549784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1549784.875000 Penalty: 11188.355469 Iteration 74Q: 3 clusters Score -1549785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1549786.500000 Penalty: 11188.355469 Iteration 75Q: 3 clusters Score -1549786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1549786.750000 Penalty: 11188.355469 Iteration 76Q: 3 clusters Score -1549787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1549785.875000 Penalty: 11188.355469 Iteration 77Q: 3 clusters Score -1549786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1549785.875000 Penalty: 11188.355469 Iteration 78F: 3 clusters Score -1549786 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -175781.578125 Penalty: 4335.484375 Iteration 0F: 2 clusters Score -175781.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -171652.171875 Penalty: 8670.968750 Iteration 0F: 3 clusters Score -171652.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -172498.468750 Penalty: 8670.968750 Iteration 1F: 3 clusters Score -172498.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -173028.109375 Penalty: 8670.968750 Iteration 2F: 3 clusters Score -173028.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -173542.078125 Penalty: 8670.968750 Iteration 3F: 3 clusters Score -173542.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -174129.718750 Penalty: 8670.968750 Iteration 4F: 3 clusters Score -174129.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -174729.765625 Penalty: 8670.968750 Iteration 5F: 3 clusters Score -174729.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -175615.390625 Penalty: 8670.968750 Iteration 6F: 3 clusters Score -175615.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -176483.125000 Penalty: 8670.968750 Iteration 7Q: 3 clusters Score -176483.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -176682.171875 Penalty: 8670.968750 Iteration 8Q: 3 clusters Score -176682.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -176962.281250 Penalty: 8670.968750 Iteration 9Q: 3 clusters Score -176962.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -177158.875000 Penalty: 8670.968750 Iteration 10Q: 3 clusters Score -177158.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -177196.281250 Penalty: 8670.968750 Iteration 11Q: 3 clusters Score -177196.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -177233.750000 Penalty: 8670.968750 Iteration 12Q: 3 clusters Score -177233.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -177236.093750 Penalty: 8670.968750 Iteration 13Q: 3 clusters Score -177236.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -177236.093750 Penalty: 8670.968750 Iteration 14F: 3 clusters Score -177236.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 145750 members Mstep: Class 3 contains 710 members Mstep: Class 5 contains 96886 members Mstep: Class 6 contains 14602 members Mstep: Class 9 contains 8472 members Mstep: Class 10 contains 23896 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45318 members Mstep: Class 14 contains 13626 members Mstep: Class 15 contains 24310 members Mstep: Class 17 contains 9259 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6108 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70953296.000000 Penalty: 134526.734375 Splitting cluster 18 changes total score from -70955408.000000 to -70953296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (2306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Entering Unmasked Estep Score: -393076.062500 Penalty: 4742.752930 Iteration 0F: 2 clusters Score -393076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -388088.843750 Penalty: 9485.505859 Iteration 0F: 3 clusters Score -388088.8 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -389747.125000 Penalty: 9485.505859 Iteration 1F: 3 clusters Score -389747.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -391670.406250 Penalty: 9485.505859 Iteration 2F: 3 clusters Score -391670.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -393442.281250 Penalty: 9485.505859 Iteration 3F: 3 clusters Score -393442.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -394966.812500 Penalty: 9485.505859 Iteration 4F: 3 clusters Score -394966.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -395510.281250 Penalty: 9485.505859 Iteration 5Q: 3 clusters Score -395510.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -395557.937500 Penalty: 9485.505859 Iteration 6Q: 3 clusters Score -395557.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -395557.937500 Penalty: 9485.505859 Iteration 7F: 3 clusters Score -395557.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 145750 members Mstep: Class 3 contains 353 members Mstep: Class 5 contains 96886 members Mstep: Class 6 contains 14602 members Mstep: Class 9 contains 8472 members Mstep: Class 10 contains 23896 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45318 members Mstep: Class 14 contains 13626 members Mstep: Class 15 contains 24310 members Mstep: Class 17 contains 9259 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 1953 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6108 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70954712.000000 Penalty: 134526.734375 Splitting cluster 19 changes total score from -70955408.000000 to -70954712.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Entering Unmasked Estep Score: -227463.062500 Penalty: 4472.366211 Iteration 0F: 2 clusters Score -227463.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -223032.296875 Penalty: 8944.732422 Iteration 0F: 3 clusters Score -223032.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -223938.375000 Penalty: 8944.732422 Iteration 1F: 3 clusters Score -223938.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -224541.968750 Penalty: 8944.732422 Iteration 2F: 3 clusters Score -224542 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -224733.171875 Penalty: 8944.732422 Iteration 3F: 3 clusters Score -224733.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -224830.734375 Penalty: 8944.732422 Iteration 4Q: 3 clusters Score -224830.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -224922.703125 Penalty: 8944.732422 Iteration 5Q: 3 clusters Score -224922.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -224999.187500 Penalty: 8944.732422 Iteration 6Q: 3 clusters Score -224999.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -225074.453125 Penalty: 8944.732422 Iteration 7Q: 3 clusters Score -225074.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -225209.671875 Penalty: 8944.732422 Iteration 8Q: 3 clusters Score -225209.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -225360.921875 Penalty: 8944.732422 Iteration 9Q: 3 clusters Score -225360.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -225427.281250 Penalty: 8944.732422 Iteration 10Q: 3 clusters Score -225427.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -225497.500000 Penalty: 8944.732422 Iteration 11Q: 3 clusters Score -225497.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -225560.171875 Penalty: 8944.732422 Iteration 12Q: 3 clusters Score -225560.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -225618.312500 Penalty: 8944.732422 Iteration 13Q: 3 clusters Score -225618.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -225641.109375 Penalty: 8944.732422 Iteration 14Q: 3 clusters Score -225641.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -225652.843750 Penalty: 8944.732422 Iteration 15Q: 3 clusters Score -225652.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -225658.078125 Penalty: 8944.732422 Iteration 16Q: 3 clusters Score -225658.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -225658.078125 Penalty: 8944.732422 Iteration 17F: 3 clusters Score -225658.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (6108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Entering Unmasked Estep Score: -1010136.750000 Penalty: 5339.379883 Iteration 0F: 2 clusters Score -1010137 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1002371.875000 Penalty: 10678.759766 Iteration 0F: 3 clusters Score -1002372 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1003871.875000 Penalty: 10678.759766 Iteration 1F: 3 clusters Score -1003872 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1004497.187500 Penalty: 10678.759766 Iteration 2F: 3 clusters Score -1004497 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1005123.875000 Penalty: 10678.759766 Iteration 3F: 3 clusters Score -1005124 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1005612.937500 Penalty: 10678.759766 Iteration 4Q: 3 clusters Score -1005613 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1005911.000000 Penalty: 10678.759766 Iteration 5Q: 3 clusters Score -1005911 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1006091.812500 Penalty: 10678.759766 Iteration 6Q: 3 clusters Score -1006092 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1006236.812500 Penalty: 10678.759766 Iteration 7Q: 3 clusters Score -1006237 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1006353.437500 Penalty: 10678.759766 Iteration 8Q: 3 clusters Score -1006353 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1006451.437500 Penalty: 10678.759766 Iteration 9Q: 3 clusters Score -1006451 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1006539.625000 Penalty: 10678.759766 Iteration 10Q: 3 clusters Score -1006540 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1006597.375000 Penalty: 10678.759766 Iteration 11Q: 3 clusters Score -1006597 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1006636.750000 Penalty: 10678.759766 Iteration 12Q: 3 clusters Score -1006637 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1006675.562500 Penalty: 10678.759766 Iteration 13Q: 3 clusters Score -1006676 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1006699.250000 Penalty: 10678.759766 Iteration 14Q: 3 clusters Score -1006699 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1006718.812500 Penalty: 10678.759766 Iteration 15Q: 3 clusters Score -1006719 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1006742.000000 Penalty: 10678.759766 Iteration 16Q: 3 clusters Score -1006742 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1006760.937500 Penalty: 10678.759766 Iteration 17Q: 3 clusters Score -1006761 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1006781.062500 Penalty: 10678.759766 Iteration 18Q: 3 clusters Score -1006781 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1006801.250000 Penalty: 10678.759766 Iteration 19Q: 3 clusters Score -1006801 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1006820.625000 Penalty: 10678.759766 Iteration 20F: 3 clusters Score -1006821 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -1006834.687500 Penalty: 10678.759766 Iteration 21Q: 3 clusters Score -1006835 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1006848.500000 Penalty: 10678.759766 Iteration 22Q: 3 clusters Score -1006848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1006860.437500 Penalty: 10678.759766 Iteration 23Q: 3 clusters Score -1006860 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1006873.750000 Penalty: 10678.759766 Iteration 24Q: 3 clusters Score -1006874 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1006884.687500 Penalty: 10678.759766 Iteration 25Q: 3 clusters Score -1006885 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1006895.687500 Penalty: 10678.759766 Iteration 26Q: 3 clusters Score -1006896 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1006904.562500 Penalty: 10678.759766 Iteration 27Q: 3 clusters Score -1006905 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1006911.500000 Penalty: 10678.759766 Iteration 28Q: 3 clusters Score -1006912 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1006920.187500 Penalty: 10678.759766 Iteration 29Q: 3 clusters Score -1006920 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1006930.062500 Penalty: 10678.759766 Iteration 30Q: 3 clusters Score -1006930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1006930.437500 Penalty: 10678.759766 Iteration 31Q: 3 clusters Score -1006930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1006932.062500 Penalty: 10678.759766 Iteration 32Q: 3 clusters Score -1006932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1006934.687500 Penalty: 10678.759766 Iteration 33Q: 3 clusters Score -1006935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1006934.687500 Penalty: 10678.759766 Iteration 34F: 3 clusters Score -1006935 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -203876.890625 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -203876.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -199643.531250 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -199643.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -200511.578125 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -200511.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -200864.734375 Penalty: 8785.279297 Iteration 2F: 3 clusters Score -200864.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -201173.843750 Penalty: 8785.279297 Iteration 3Q: 3 clusters Score -201173.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -201386.125000 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -201386.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -201565.093750 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -201565.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -201688.984375 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -201689 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -201791.453125 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -201791.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -201894.312500 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -201894.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -202003.718750 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -202003.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -202120.281250 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -202120.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -202236.109375 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -202236.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -202359.656250 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -202359.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -202496.375000 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -202496.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -202667.203125 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -202667.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -202793.562500 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -202793.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -202917.250000 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -202917.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -203001.687500 Penalty: 8785.279297 Iteration 17Q: 3 clusters Score -203001.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -203045.750000 Penalty: 8785.279297 Iteration 18Q: 3 clusters Score -203045.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -203080.406250 Penalty: 8785.279297 Iteration 19Q: 3 clusters Score -203080.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -203096.312500 Penalty: 8785.279297 Iteration 20F: 3 clusters Score -203096.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -203105.484375 Penalty: 8785.279297 Iteration 21Q: 3 clusters Score -203105.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -203119.281250 Penalty: 8785.279297 Iteration 22Q: 3 clusters Score -203119.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -203145.390625 Penalty: 8785.279297 Iteration 23Q: 3 clusters Score -203145.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -203154.546875 Penalty: 8785.279297 Iteration 24Q: 3 clusters Score -203154.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -203156.390625 Penalty: 8785.279297 Iteration 25Q: 3 clusters Score -203156.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -203156.390625 Penalty: 8785.279297 Iteration 26F: 3 clusters Score -203156.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 145750 members Mstep: Class 5 contains 96886 members Mstep: Class 6 contains 14602 members Mstep: Class 9 contains 8472 members Mstep: Class 10 contains 23896 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45318 members Mstep: Class 14 contains 13626 members Mstep: Class 15 contains 24310 members Mstep: Class 17 contains 9259 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6108 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955400.000000 Penalty: 126613.406250 Iteration 39Q: 17 clusters Score -7.09554e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 145748 members Mstep: Class 5 contains 96934 members Mstep: Class 6 contains 14600 members Mstep: Class 9 contains 8427 members Mstep: Class 10 contains 23898 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13621 members Mstep: Class 15 contains 24303 members Mstep: Class 17 contains 9261 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6104 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955360.000000 Penalty: 126613.406250 Iteration 40F: 17 clusters Score -7.095536e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 145741 members Mstep: Class 5 contains 96968 members Mstep: Class 6 contains 14613 members Mstep: Class 9 contains 8399 members Mstep: Class 10 contains 23891 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45317 members Mstep: Class 14 contains 13617 members Mstep: Class 15 contains 24296 members Mstep: Class 17 contains 9251 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1483 members Mstep: Class 22 contains 6109 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955336.000000 Penalty: 126613.406250 Iteration 41Q: 17 clusters Score -7.095534e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 145745 members Mstep: Class 5 contains 97009 members Mstep: Class 6 contains 14624 members Mstep: Class 9 contains 8369 members Mstep: Class 10 contains 23883 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45319 members Mstep: Class 14 contains 13610 members Mstep: Class 15 contains 24286 members Mstep: Class 17 contains 9237 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955464.000000 Penalty: 126613.406250 Iteration 42Q: 17 clusters Score -7.095546e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 145743 members Mstep: Class 5 contains 97046 members Mstep: Class 6 contains 14635 members Mstep: Class 9 contains 8334 members Mstep: Class 10 contains 23883 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45315 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24277 members Mstep: Class 17 contains 9229 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955528.000000 Penalty: 126613.406250 Iteration 43Q: 17 clusters Score -7.095553e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 145740 members Mstep: Class 5 contains 97071 members Mstep: Class 6 contains 14653 members Mstep: Class 9 contains 8312 members Mstep: Class 10 contains 23883 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45320 members Mstep: Class 14 contains 13607 members Mstep: Class 15 contains 24273 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6120 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955472.000000 Penalty: 126613.406250 Iteration 44Q: 17 clusters Score -7.095547e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 145739 members Mstep: Class 5 contains 97088 members Mstep: Class 6 contains 14672 members Mstep: Class 9 contains 8293 members Mstep: Class 10 contains 23883 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45328 members Mstep: Class 14 contains 13606 members Mstep: Class 15 contains 24268 members Mstep: Class 17 contains 9184 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6124 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955512.000000 Penalty: 126613.406250 Iteration 45Q: 17 clusters Score -7.095551e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 145749 members Mstep: Class 5 contains 97107 members Mstep: Class 6 contains 14673 members Mstep: Class 9 contains 8273 members Mstep: Class 10 contains 23883 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45329 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24261 members Mstep: Class 17 contains 9177 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6124 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 46Q: 17 clusters Score -7.095545e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 145758 members Mstep: Class 5 contains 97124 members Mstep: Class 6 contains 14675 members Mstep: Class 9 contains 8259 members Mstep: Class 10 contains 23881 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45333 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24256 members Mstep: Class 17 contains 9169 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6120 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955368.000000 Penalty: 126613.406250 Iteration 47Q: 17 clusters Score -7.095537e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 145756 members Mstep: Class 5 contains 97137 members Mstep: Class 6 contains 14673 members Mstep: Class 9 contains 8249 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45334 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24253 members Mstep: Class 17 contains 9169 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955384.000000 Penalty: 126613.406250 Iteration 48Q: 17 clusters Score -7.095538e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 145755 members Mstep: Class 5 contains 97141 members Mstep: Class 6 contains 14668 members Mstep: Class 9 contains 8244 members Mstep: Class 10 contains 23881 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45334 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24251 members Mstep: Class 17 contains 9176 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955472.000000 Penalty: 126613.406250 Iteration 49Q: 17 clusters Score -7.095547e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 145750 members Mstep: Class 5 contains 97145 members Mstep: Class 6 contains 14668 members Mstep: Class 9 contains 8240 members Mstep: Class 10 contains 23880 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45332 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9177 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6119 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955432.000000 Penalty: 126613.406250 Iteration 50Q: 17 clusters Score -7.095543e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 145745 members Mstep: Class 5 contains 97148 members Mstep: Class 6 contains 14667 members Mstep: Class 9 contains 8237 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45327 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9183 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6119 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955416.000000 Penalty: 126613.406250 Iteration 51Q: 17 clusters Score -7.095542e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 145744 members Mstep: Class 5 contains 97151 members Mstep: Class 6 contains 14669 members Mstep: Class 9 contains 8234 members Mstep: Class 10 contains 23878 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45326 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9188 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 52Q: 17 clusters Score -7.095545e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 145741 members Mstep: Class 5 contains 97154 members Mstep: Class 6 contains 14669 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9191 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955400.000000 Penalty: 126613.406250 Iteration 53Q: 17 clusters Score -7.09554e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 145739 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14667 members Mstep: Class 9 contains 8230 members Mstep: Class 10 contains 23880 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955320.000000 Penalty: 126613.406250 Iteration 54Q: 17 clusters Score -7.095532e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 145738 members Mstep: Class 5 contains 97156 members Mstep: Class 6 contains 14668 members Mstep: Class 9 contains 8230 members Mstep: Class 10 contains 23880 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24249 members Mstep: Class 17 contains 9197 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955352.000000 Penalty: 126613.406250 Iteration 55Q: 17 clusters Score -7.095535e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12463 members Mstep: Class 2 contains 145735 members Mstep: Class 5 contains 97156 members Mstep: Class 6 contains 14669 members Mstep: Class 9 contains 8230 members Mstep: Class 10 contains 23880 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24248 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955320.000000 Penalty: 126613.406250 Iteration 56Q: 17 clusters Score -7.095532e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 145738 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14670 members Mstep: Class 9 contains 8230 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24244 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6118 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955320.000000 Penalty: 126613.406250 Iteration 57Q: 17 clusters Score -7.095532e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 145740 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14669 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955376.000000 Penalty: 126613.406250 Iteration 58Q: 17 clusters Score -7.095538e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 145736 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14668 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955360.000000 Penalty: 126613.406250 Iteration 59Q: 17 clusters Score -7.095536e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 145733 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14669 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955344.000000 Penalty: 126613.406250 Iteration 60F: 17 clusters Score -7.095534e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 145733 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14667 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955328.000000 Penalty: 126613.406250 Iteration 61Q: 17 clusters Score -7.095533e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 145731 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14667 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23879 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955336.000000 Penalty: 126613.406250 Iteration 62Q: 17 clusters Score -7.095534e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 145730 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14666 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23880 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9200 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955352.000000 Penalty: 126613.406250 Iteration 63Q: 17 clusters Score -7.095535e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 145733 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14663 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9200 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6117 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955360.000000 Penalty: 126613.406250 Iteration 64Q: 17 clusters Score -7.095536e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145730 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14664 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9200 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6116 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955368.000000 Penalty: 126613.406250 Iteration 65Q: 17 clusters Score -7.095537e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 145729 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14664 members Mstep: Class 9 contains 8231 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45322 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955384.000000 Penalty: 126613.406250 Iteration 66Q: 17 clusters Score -7.095538e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145731 members Mstep: Class 5 contains 97155 members Mstep: Class 6 contains 14664 members Mstep: Class 9 contains 8230 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955336.000000 Penalty: 126613.406250 Iteration 67Q: 17 clusters Score -7.095534e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145732 members Mstep: Class 5 contains 97159 members Mstep: Class 6 contains 14664 members Mstep: Class 9 contains 8226 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9197 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955352.000000 Penalty: 126613.406250 Iteration 68Q: 17 clusters Score -7.095535e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145732 members Mstep: Class 5 contains 97163 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8222 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955344.000000 Penalty: 126613.406250 Iteration 69Q: 17 clusters Score -7.095534e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97167 members Mstep: Class 6 contains 14664 members Mstep: Class 9 contains 8218 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955344.000000 Penalty: 126613.406250 Iteration 70Q: 17 clusters Score -7.095534e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145736 members Mstep: Class 5 contains 97168 members Mstep: Class 6 contains 14663 members Mstep: Class 9 contains 8216 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955416.000000 Penalty: 126613.406250 Iteration 71Q: 17 clusters Score -7.095542e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97173 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8211 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955416.000000 Penalty: 126613.406250 Iteration 72Q: 17 clusters Score -7.095542e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97176 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8208 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13609 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955400.000000 Penalty: 126613.406250 Iteration 73Q: 17 clusters Score -7.09554e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97178 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8206 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6115 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955376.000000 Penalty: 126613.406250 Iteration 74Q: 17 clusters Score -7.095538e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97186 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8198 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9197 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6114 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955392.000000 Penalty: 126613.406250 Iteration 75Q: 17 clusters Score -7.095539e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97190 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8195 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955408.000000 Penalty: 126613.406250 Iteration 76Q: 17 clusters Score -7.095541e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97196 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8189 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9203 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955392.000000 Penalty: 126613.406250 Iteration 77Q: 17 clusters Score -7.095539e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145737 members Mstep: Class 5 contains 97201 members Mstep: Class 6 contains 14662 members Mstep: Class 9 contains 8184 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9203 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955392.000000 Penalty: 126613.406250 Iteration 78Q: 17 clusters Score -7.095539e+07 nChanged 8 Entering ConstructFrom: Score: -70955392.000000 Penalty: 126613.406250 Entering ConstructFrom: Trying to split cluster 1 (12481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Entering Unmasked Estep Score: -2201830.000000 Penalty: 5777.077148 Iteration 0F: 2 clusters Score -2201830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -2190038.250000 Penalty: 11554.154297 Iteration 0F: 3 clusters Score -2190038 nChanged 4759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -2192680.000000 Penalty: 11554.154297 Iteration 1F: 3 clusters Score -2192680 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -2193122.500000 Penalty: 11554.154297 Iteration 2F: 3 clusters Score -2193122 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -2193378.750000 Penalty: 11554.154297 Iteration 3Q: 3 clusters Score -2193379 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -2193563.250000 Penalty: 11554.154297 Iteration 4Q: 3 clusters Score -2193563 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -2193697.500000 Penalty: 11554.154297 Iteration 5Q: 3 clusters Score -2193698 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -2193812.250000 Penalty: 11554.154297 Iteration 6Q: 3 clusters Score -2193812 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -2193927.000000 Penalty: 11554.154297 Iteration 7Q: 3 clusters Score -2193927 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -2194007.750000 Penalty: 11554.154297 Iteration 8Q: 3 clusters Score -2194008 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -2194083.750000 Penalty: 11554.154297 Iteration 9Q: 3 clusters Score -2194084 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -2194161.000000 Penalty: 11554.154297 Iteration 10Q: 3 clusters Score -2194161 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -2194219.500000 Penalty: 11554.154297 Iteration 11Q: 3 clusters Score -2194220 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -2194280.750000 Penalty: 11554.154297 Iteration 12Q: 3 clusters Score -2194281 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -2194334.000000 Penalty: 11554.154297 Iteration 13Q: 3 clusters Score -2194334 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -2194384.250000 Penalty: 11554.154297 Iteration 14Q: 3 clusters Score -2194384 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -2194440.500000 Penalty: 11554.154297 Iteration 15Q: 3 clusters Score -2194440 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -2194488.000000 Penalty: 11554.154297 Iteration 16Q: 3 clusters Score -2194488 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -2194549.000000 Penalty: 11554.154297 Iteration 17Q: 3 clusters Score -2194549 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -2194630.250000 Penalty: 11554.154297 Iteration 18Q: 3 clusters Score -2194630 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -2194742.750000 Penalty: 11554.154297 Iteration 19Q: 3 clusters Score -2194743 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -2194882.000000 Penalty: 11554.154297 Iteration 20F: 3 clusters Score -2194882 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -2195031.500000 Penalty: 11554.154297 Iteration 21Q: 3 clusters Score -2195032 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -2195189.000000 Penalty: 11554.154297 Iteration 22Q: 3 clusters Score -2195189 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2195379.000000 Penalty: 11554.154297 Iteration 23Q: 3 clusters Score -2195379 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -2195576.500000 Penalty: 11554.154297 Iteration 24Q: 3 clusters Score -2195576 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -2195797.750000 Penalty: 11554.154297 Iteration 25Q: 3 clusters Score -2195798 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -2196012.250000 Penalty: 11554.154297 Iteration 26Q: 3 clusters Score -2196012 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -2196213.000000 Penalty: 11554.154297 Iteration 27Q: 3 clusters Score -2196213 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -2196399.500000 Penalty: 11554.154297 Iteration 28Q: 3 clusters Score -2196400 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -2196534.000000 Penalty: 11554.154297 Iteration 29Q: 3 clusters Score -2196534 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -2196649.500000 Penalty: 11554.154297 Iteration 30Q: 3 clusters Score -2196650 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2196737.750000 Penalty: 11554.154297 Iteration 31Q: 3 clusters Score -2196738 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -2196808.250000 Penalty: 11554.154297 Iteration 32Q: 3 clusters Score -2196808 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -2196869.250000 Penalty: 11554.154297 Iteration 33Q: 3 clusters Score -2196869 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -2196913.000000 Penalty: 11554.154297 Iteration 34Q: 3 clusters Score -2196913 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -2196946.250000 Penalty: 11554.154297 Iteration 35Q: 3 clusters Score -2196946 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -2196965.750000 Penalty: 11554.154297 Iteration 36Q: 3 clusters Score -2196966 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -2196984.000000 Penalty: 11554.154297 Iteration 37Q: 3 clusters Score -2196984 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2196998.000000 Penalty: 11554.154297 Iteration 38Q: 3 clusters Score -2196998 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -2197001.750000 Penalty: 11554.154297 Iteration 39Q: 3 clusters Score -2197002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -2197009.750000 Penalty: 11554.154297 Iteration 40F: 3 clusters Score -2197010 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -2197018.500000 Penalty: 11554.154297 Iteration 41Q: 3 clusters Score -2197018 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -2197021.000000 Penalty: 11554.154297 Iteration 42Q: 3 clusters Score -2197021 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -2197030.750000 Penalty: 11554.154297 Iteration 43Q: 3 clusters Score -2197031 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2197030.250000 Penalty: 11554.154297 Iteration 44Q: 3 clusters Score -2197030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -2197035.750000 Penalty: 11554.154297 Iteration 45Q: 3 clusters Score -2197036 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -2197037.000000 Penalty: 11554.154297 Iteration 46Q: 3 clusters Score -2197037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -2197036.500000 Penalty: 11554.154297 Iteration 47Q: 3 clusters Score -2197036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -2197039.000000 Penalty: 11554.154297 Iteration 48Q: 3 clusters Score -2197039 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -2197037.500000 Penalty: 11554.154297 Iteration 49Q: 3 clusters Score -2197038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -2197038.500000 Penalty: 11554.154297 Iteration 50Q: 3 clusters Score -2197038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -2197041.500000 Penalty: 11554.154297 Iteration 51Q: 3 clusters Score -2197042 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -2197038.500000 Penalty: 11554.154297 Iteration 52Q: 3 clusters Score -2197038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -2197046.250000 Penalty: 11554.154297 Iteration 53Q: 3 clusters Score -2197046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -2197046.500000 Penalty: 11554.154297 Iteration 54Q: 3 clusters Score -2197046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -2197044.000000 Penalty: 11554.154297 Iteration 55Q: 3 clusters Score -2197044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -2197044.250000 Penalty: 11554.154297 Iteration 56Q: 3 clusters Score -2197044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -2197048.250000 Penalty: 11554.154297 Iteration 57Q: 3 clusters Score -2197048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -2197048.250000 Penalty: 11554.154297 Iteration 58Q: 3 clusters Score -2197048 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -2197048.250000 Penalty: 11554.154297 Iteration 59F: 3 clusters Score -2197048 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145734 members Entering Unmasked Estep Score: -25738338.000000 Penalty: 7282.342285 Iteration 0F: 2 clusters Score -2.573834e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73342 members Mstep: Class 2 contains 72392 members Entering Unmasked Estep Score: -25640036.000000 Penalty: 14564.684570 Iteration 0F: 3 clusters Score -2.564004e+07 nChanged 67578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77126 members Mstep: Class 2 contains 68608 members Entering Unmasked Estep Score: -25677852.000000 Penalty: 14564.684570 Iteration 1F: 3 clusters Score -2.567785e+07 nChanged 5656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79476 members Mstep: Class 2 contains 66258 members Entering Unmasked Estep Score: -25679510.000000 Penalty: 14564.684570 Iteration 2Q: 3 clusters Score -2.567951e+07 nChanged 5848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82848 members Mstep: Class 2 contains 62886 members Entering Unmasked Estep Score: -25681698.000000 Penalty: 14564.684570 Iteration 3Q: 3 clusters Score -2.56817e+07 nChanged 6524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87664 members Mstep: Class 2 contains 58070 members Entering Unmasked Estep Score: -25684620.000000 Penalty: 14564.684570 Iteration 4Q: 3 clusters Score -2.568462e+07 nChanged 7645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94289 members Mstep: Class 2 contains 51445 members Entering Unmasked Estep Score: -25688664.000000 Penalty: 14564.684570 Iteration 5F: 3 clusters Score -2.568866e+07 nChanged 9293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102944 members Mstep: Class 2 contains 42790 members Entering Unmasked Estep Score: -25694646.000000 Penalty: 14564.684570 Iteration 6F: 3 clusters Score -2.569465e+07 nChanged 10603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113281 members Mstep: Class 2 contains 32453 members Entering Unmasked Estep Score: -25703140.000000 Penalty: 14564.684570 Iteration 7F: 3 clusters Score -2.570314e+07 nChanged 10656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123885 members Mstep: Class 2 contains 21849 members Entering Unmasked Estep Score: -25712376.000000 Penalty: 14564.684570 Iteration 8F: 3 clusters Score -2.571238e+07 nChanged 8911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132780 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -25720398.000000 Penalty: 14564.684570 Iteration 9F: 3 clusters Score -2.57204e+07 nChanged 6114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138884 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -25725968.000000 Penalty: 14564.684570 Iteration 10Q: 3 clusters Score -2.572597e+07 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142232 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -25729086.000000 Penalty: 14564.684570 Iteration 11Q: 3 clusters Score -2.572909e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143722 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -25730576.000000 Penalty: 14564.684570 Iteration 12Q: 3 clusters Score -2.573058e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144353 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -25731130.000000 Penalty: 14564.684570 Iteration 13Q: 3 clusters Score -2.573113e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144626 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -25731414.000000 Penalty: 14564.684570 Iteration 14Q: 3 clusters Score -2.573141e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144783 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -25731568.000000 Penalty: 14564.684570 Iteration 15Q: 3 clusters Score -2.573157e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144852 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -25731640.000000 Penalty: 14564.684570 Iteration 16Q: 3 clusters Score -2.573164e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144907 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -25731752.000000 Penalty: 14564.684570 Iteration 17Q: 3 clusters Score -2.573175e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144937 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -25731776.000000 Penalty: 14564.684570 Iteration 18Q: 3 clusters Score -2.573178e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144964 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -25731872.000000 Penalty: 14564.684570 Iteration 19Q: 3 clusters Score -2.573187e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144979 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -25731896.000000 Penalty: 14564.684570 Iteration 20F: 3 clusters Score -2.57319e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144992 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -25731914.000000 Penalty: 14564.684570 Iteration 21Q: 3 clusters Score -2.573191e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145001 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -25731932.000000 Penalty: 14564.684570 Iteration 22Q: 3 clusters Score -2.573193e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145012 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -25731944.000000 Penalty: 14564.684570 Iteration 23Q: 3 clusters Score -2.573194e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145024 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -25731992.000000 Penalty: 14564.684570 Iteration 24Q: 3 clusters Score -2.573199e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145030 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -25731998.000000 Penalty: 14564.684570 Iteration 25Q: 3 clusters Score -2.5732e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145031 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -25732000.000000 Penalty: 14564.684570 Iteration 26Q: 3 clusters Score -2.5732e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145035 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -25732020.000000 Penalty: 14564.684570 Iteration 27Q: 3 clusters Score -2.573202e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145038 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -25732040.000000 Penalty: 14564.684570 Iteration 28Q: 3 clusters Score -2.573204e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145042 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -25732026.000000 Penalty: 14564.684570 Iteration 29Q: 3 clusters Score -2.573203e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145041 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -25732014.000000 Penalty: 14564.684570 Iteration 30Q: 3 clusters Score -2.573201e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145043 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -25732040.000000 Penalty: 14564.684570 Iteration 31Q: 3 clusters Score -2.573204e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145046 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -25732046.000000 Penalty: 14564.684570 Iteration 32Q: 3 clusters Score -2.573205e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145048 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -25732028.000000 Penalty: 14564.684570 Iteration 33Q: 3 clusters Score -2.573203e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145049 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -25732040.000000 Penalty: 14564.684570 Iteration 34Q: 3 clusters Score -2.573204e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145047 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -25732026.000000 Penalty: 14564.684570 Iteration 35Q: 3 clusters Score -2.573203e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145048 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -25732022.000000 Penalty: 14564.684570 Iteration 36Q: 3 clusters Score -2.573202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145049 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -25732038.000000 Penalty: 14564.684570 Iteration 37Q: 3 clusters Score -2.573204e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145050 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -25732034.000000 Penalty: 14564.684570 Iteration 38Q: 3 clusters Score -2.573203e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145054 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -25732054.000000 Penalty: 14564.684570 Iteration 39Q: 3 clusters Score -2.573205e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145055 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -25732068.000000 Penalty: 14564.684570 Iteration 40F: 3 clusters Score -2.573207e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145055 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -25732060.000000 Penalty: 14564.684570 Iteration 41Q: 3 clusters Score -2.573206e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145054 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -25732078.000000 Penalty: 14564.684570 Iteration 42Q: 3 clusters Score -2.573208e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145058 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -25732084.000000 Penalty: 14564.684570 Iteration 43Q: 3 clusters Score -2.573208e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145059 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -25732088.000000 Penalty: 14564.684570 Iteration 44Q: 3 clusters Score -2.573209e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145060 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -25732094.000000 Penalty: 14564.684570 Iteration 45Q: 3 clusters Score -2.573209e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145061 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -25732086.000000 Penalty: 14564.684570 Iteration 46Q: 3 clusters Score -2.573209e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145061 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -25732086.000000 Penalty: 14564.684570 Iteration 47F: 3 clusters Score -2.573209e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (97204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97204 members Entering Unmasked Estep Score: -17344440.000000 Penalty: 7034.296875 Iteration 0F: 2 clusters Score -1.734444e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48523 members Mstep: Class 2 contains 48681 members Entering Unmasked Estep Score: -17278322.000000 Penalty: 14068.593750 Iteration 0F: 3 clusters Score -1.727832e+07 nChanged 44344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48633 members Mstep: Class 2 contains 48571 members Entering Unmasked Estep Score: -17302546.000000 Penalty: 14068.593750 Iteration 1F: 3 clusters Score -1.730255e+07 nChanged 4269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48794 members Mstep: Class 2 contains 48410 members Entering Unmasked Estep Score: -17304002.000000 Penalty: 14068.593750 Iteration 2Q: 3 clusters Score -1.7304e+07 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49109 members Mstep: Class 2 contains 48095 members Entering Unmasked Estep Score: -17305654.000000 Penalty: 14068.593750 Iteration 3Q: 3 clusters Score -1.730565e+07 nChanged 4478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49771 members Mstep: Class 2 contains 47433 members Entering Unmasked Estep Score: -17307410.000000 Penalty: 14068.593750 Iteration 4Q: 3 clusters Score -1.730741e+07 nChanged 4680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50833 members Mstep: Class 2 contains 46371 members Entering Unmasked Estep Score: -17309706.000000 Penalty: 14068.593750 Iteration 5Q: 3 clusters Score -1.730971e+07 nChanged 5084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52425 members Mstep: Class 2 contains 44779 members Entering Unmasked Estep Score: -17312036.000000 Penalty: 14068.593750 Iteration 6F: 3 clusters Score -1.731204e+07 nChanged 5156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54647 members Mstep: Class 2 contains 42557 members Entering Unmasked Estep Score: -17314414.000000 Penalty: 14068.593750 Iteration 7F: 3 clusters Score -1.731441e+07 nChanged 5129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57538 members Mstep: Class 2 contains 39666 members Entering Unmasked Estep Score: -17316736.000000 Penalty: 14068.593750 Iteration 8F: 3 clusters Score -1.731674e+07 nChanged 4884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60998 members Mstep: Class 2 contains 36206 members Entering Unmasked Estep Score: -17319044.000000 Penalty: 14068.593750 Iteration 9F: 3 clusters Score -1.731904e+07 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64735 members Mstep: Class 2 contains 32469 members Entering Unmasked Estep Score: -17321150.000000 Penalty: 14068.593750 Iteration 10Q: 3 clusters Score -1.732115e+07 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68698 members Mstep: Class 2 contains 28506 members Entering Unmasked Estep Score: -17323240.000000 Penalty: 14068.593750 Iteration 11Q: 3 clusters Score -1.732324e+07 nChanged 4281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72869 members Mstep: Class 2 contains 24335 members Entering Unmasked Estep Score: -17325668.000000 Penalty: 14068.593750 Iteration 12Q: 3 clusters Score -1.732567e+07 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77045 members Mstep: Class 2 contains 20159 members Entering Unmasked Estep Score: -17328210.000000 Penalty: 14068.593750 Iteration 13Q: 3 clusters Score -1.732821e+07 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80908 members Mstep: Class 2 contains 16296 members Entering Unmasked Estep Score: -17330672.000000 Penalty: 14068.593750 Iteration 14Q: 3 clusters Score -1.733067e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84421 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -17332956.000000 Penalty: 14068.593750 Iteration 15Q: 3 clusters Score -1.733296e+07 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87282 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -17334682.000000 Penalty: 14068.593750 Iteration 16Q: 3 clusters Score -1.733468e+07 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89464 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -17335942.000000 Penalty: 14068.593750 Iteration 17Q: 3 clusters Score -1.733594e+07 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91013 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -17336918.000000 Penalty: 14068.593750 Iteration 18Q: 3 clusters Score -1.733692e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92136 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -17337604.000000 Penalty: 14068.593750 Iteration 19Q: 3 clusters Score -1.73376e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92958 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -17338044.000000 Penalty: 14068.593750 Iteration 20F: 3 clusters Score -1.733804e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93488 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -17338290.000000 Penalty: 14068.593750 Iteration 21Q: 3 clusters Score -1.733829e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93879 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -17338494.000000 Penalty: 14068.593750 Iteration 22Q: 3 clusters Score -1.733849e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94130 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -17338594.000000 Penalty: 14068.593750 Iteration 23Q: 3 clusters Score -1.733859e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94315 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -17338712.000000 Penalty: 14068.593750 Iteration 24Q: 3 clusters Score -1.733871e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94470 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -17338780.000000 Penalty: 14068.593750 Iteration 25Q: 3 clusters Score -1.733878e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94589 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -17338880.000000 Penalty: 14068.593750 Iteration 26Q: 3 clusters Score -1.733888e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94688 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -17338934.000000 Penalty: 14068.593750 Iteration 27Q: 3 clusters Score -1.733893e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94753 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -17338912.000000 Penalty: 14068.593750 Iteration 28Q: 3 clusters Score -1.733891e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94810 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -17338902.000000 Penalty: 14068.593750 Iteration 29Q: 3 clusters Score -1.73389e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94844 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -17338928.000000 Penalty: 14068.593750 Iteration 30Q: 3 clusters Score -1.733893e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94880 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -17338932.000000 Penalty: 14068.593750 Iteration 31Q: 3 clusters Score -1.733893e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94915 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -17338948.000000 Penalty: 14068.593750 Iteration 32Q: 3 clusters Score -1.733895e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94925 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -17338930.000000 Penalty: 14068.593750 Iteration 33Q: 3 clusters Score -1.733893e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94935 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -17338944.000000 Penalty: 14068.593750 Iteration 34Q: 3 clusters Score -1.733894e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94946 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -17338936.000000 Penalty: 14068.593750 Iteration 35Q: 3 clusters Score -1.733894e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94949 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -17338938.000000 Penalty: 14068.593750 Iteration 36Q: 3 clusters Score -1.733894e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94954 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -17338932.000000 Penalty: 14068.593750 Iteration 37Q: 3 clusters Score -1.733893e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94959 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -17338938.000000 Penalty: 14068.593750 Iteration 38Q: 3 clusters Score -1.733894e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94964 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -17338942.000000 Penalty: 14068.593750 Iteration 39Q: 3 clusters Score -1.733894e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94967 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -17338940.000000 Penalty: 14068.593750 Iteration 40F: 3 clusters Score -1.733894e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94968 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -17338946.000000 Penalty: 14068.593750 Iteration 41Q: 3 clusters Score -1.733895e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94972 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -17338940.000000 Penalty: 14068.593750 Iteration 42Q: 3 clusters Score -1.733894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94976 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -17338930.000000 Penalty: 14068.593750 Iteration 43Q: 3 clusters Score -1.733893e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94977 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -17338948.000000 Penalty: 14068.593750 Iteration 44Q: 3 clusters Score -1.733895e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94978 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -17338940.000000 Penalty: 14068.593750 Iteration 45Q: 3 clusters Score -1.733894e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94979 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -17338942.000000 Penalty: 14068.593750 Iteration 46Q: 3 clusters Score -1.733894e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94979 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -17338942.000000 Penalty: 14068.593750 Iteration 47F: 3 clusters Score -1.733894e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Entering Unmasked Estep Score: -2560708.000000 Penalty: 5875.846680 Iteration 0F: 2 clusters Score -2560708 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -2547583.500000 Penalty: 11751.693359 Iteration 0F: 3 clusters Score -2547584 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -2550853.250000 Penalty: 11751.693359 Iteration 1F: 3 clusters Score -2550853 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -2551467.000000 Penalty: 11751.693359 Iteration 2F: 3 clusters Score -2551467 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -2551965.750000 Penalty: 11751.693359 Iteration 3F: 3 clusters Score -2551966 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -2552383.250000 Penalty: 11751.693359 Iteration 4Q: 3 clusters Score -2552383 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -2552708.500000 Penalty: 11751.693359 Iteration 5Q: 3 clusters Score -2552708 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -2553049.250000 Penalty: 11751.693359 Iteration 6Q: 3 clusters Score -2553049 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -2553467.000000 Penalty: 11751.693359 Iteration 7Q: 3 clusters Score -2553467 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -2554068.000000 Penalty: 11751.693359 Iteration 8Q: 3 clusters Score -2554068 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -2554827.750000 Penalty: 11751.693359 Iteration 9F: 3 clusters Score -2554828 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -2555467.750000 Penalty: 11751.693359 Iteration 10F: 3 clusters Score -2555468 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -2555968.000000 Penalty: 11751.693359 Iteration 11Q: 3 clusters Score -2555968 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -2556295.500000 Penalty: 11751.693359 Iteration 12Q: 3 clusters Score -2556296 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -2556524.750000 Penalty: 11751.693359 Iteration 13Q: 3 clusters Score -2556525 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -2556670.000000 Penalty: 11751.693359 Iteration 14Q: 3 clusters Score -2556670 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -2556762.500000 Penalty: 11751.693359 Iteration 15Q: 3 clusters Score -2556762 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -2556825.000000 Penalty: 11751.693359 Iteration 16Q: 3 clusters Score -2556825 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -2556870.250000 Penalty: 11751.693359 Iteration 17Q: 3 clusters Score -2556870 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -2556911.500000 Penalty: 11751.693359 Iteration 18Q: 3 clusters Score -2556912 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -2556947.750000 Penalty: 11751.693359 Iteration 19Q: 3 clusters Score -2556948 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -2556967.000000 Penalty: 11751.693359 Iteration 20F: 3 clusters Score -2556967 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -2556986.000000 Penalty: 11751.693359 Iteration 21Q: 3 clusters Score -2556986 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -2557004.500000 Penalty: 11751.693359 Iteration 22Q: 3 clusters Score -2557004 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -2557021.000000 Penalty: 11751.693359 Iteration 23Q: 3 clusters Score -2557021 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -2557026.500000 Penalty: 11751.693359 Iteration 24Q: 3 clusters Score -2557026 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -2557031.500000 Penalty: 11751.693359 Iteration 25Q: 3 clusters Score -2557032 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -2557038.250000 Penalty: 11751.693359 Iteration 26Q: 3 clusters Score -2557038 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -2557037.750000 Penalty: 11751.693359 Iteration 27Q: 3 clusters Score -2557038 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -2557054.250000 Penalty: 11751.693359 Iteration 28Q: 3 clusters Score -2557054 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -2557065.000000 Penalty: 11751.693359 Iteration 29Q: 3 clusters Score -2557065 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -2557069.750000 Penalty: 11751.693359 Iteration 30Q: 3 clusters Score -2557070 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -2557077.250000 Penalty: 11751.693359 Iteration 31Q: 3 clusters Score -2557077 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -2557076.750000 Penalty: 11751.693359 Iteration 32Q: 3 clusters Score -2557077 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -2557083.500000 Penalty: 11751.693359 Iteration 33Q: 3 clusters Score -2557084 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -2557093.750000 Penalty: 11751.693359 Iteration 34Q: 3 clusters Score -2557094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -2557094.750000 Penalty: 11751.693359 Iteration 35Q: 3 clusters Score -2557095 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -2557097.750000 Penalty: 11751.693359 Iteration 36Q: 3 clusters Score -2557098 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -2557097.500000 Penalty: 11751.693359 Iteration 37Q: 3 clusters Score -2557098 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -2557101.250000 Penalty: 11751.693359 Iteration 38Q: 3 clusters Score -2557101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -2557098.500000 Penalty: 11751.693359 Iteration 39Q: 3 clusters Score -2557098 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -2557100.500000 Penalty: 11751.693359 Iteration 40F: 3 clusters Score -2557100 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -2557105.500000 Penalty: 11751.693359 Iteration 41Q: 3 clusters Score -2557106 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -2557112.500000 Penalty: 11751.693359 Iteration 42Q: 3 clusters Score -2557112 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -2557123.500000 Penalty: 11751.693359 Iteration 43Q: 3 clusters Score -2557124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -2557125.750000 Penalty: 11751.693359 Iteration 44Q: 3 clusters Score -2557126 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -2557133.500000 Penalty: 11751.693359 Iteration 45Q: 3 clusters Score -2557134 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -2557132.000000 Penalty: 11751.693359 Iteration 46Q: 3 clusters Score -2557132 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -2557142.250000 Penalty: 11751.693359 Iteration 47Q: 3 clusters Score -2557142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -2557149.000000 Penalty: 11751.693359 Iteration 48Q: 3 clusters Score -2557149 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -2557145.750000 Penalty: 11751.693359 Iteration 49Q: 3 clusters Score -2557146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -2557153.750000 Penalty: 11751.693359 Iteration 50Q: 3 clusters Score -2557154 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -2557159.500000 Penalty: 11751.693359 Iteration 51Q: 3 clusters Score -2557160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -2557161.250000 Penalty: 11751.693359 Iteration 52Q: 3 clusters Score -2557161 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -2557170.000000 Penalty: 11751.693359 Iteration 53Q: 3 clusters Score -2557170 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -2557184.750000 Penalty: 11751.693359 Iteration 54Q: 3 clusters Score -2557185 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -2557185.000000 Penalty: 11751.693359 Iteration 55Q: 3 clusters Score -2557185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -2557185.250000 Penalty: 11751.693359 Iteration 56Q: 3 clusters Score -2557185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -2557188.250000 Penalty: 11751.693359 Iteration 57Q: 3 clusters Score -2557188 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -2557193.250000 Penalty: 11751.693359 Iteration 58Q: 3 clusters Score -2557193 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -2557199.000000 Penalty: 11751.693359 Iteration 59Q: 3 clusters Score -2557199 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -2557199.250000 Penalty: 11751.693359 Iteration 60F: 3 clusters Score -2557199 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -2557200.500000 Penalty: 11751.693359 Iteration 61Q: 3 clusters Score -2557200 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -2557207.000000 Penalty: 11751.693359 Iteration 62Q: 3 clusters Score -2557207 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -2557209.000000 Penalty: 11751.693359 Iteration 63Q: 3 clusters Score -2557209 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -2557210.750000 Penalty: 11751.693359 Iteration 64Q: 3 clusters Score -2557211 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -2557219.250000 Penalty: 11751.693359 Iteration 65Q: 3 clusters Score -2557219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 10071 members Entering Unmasked Estep Score: -2557222.500000 Penalty: 11751.693359 Iteration 66Q: 3 clusters Score -2557222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -2557222.000000 Penalty: 11751.693359 Iteration 67Q: 3 clusters Score -2557222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -2557221.500000 Penalty: 11751.693359 Iteration 68Q: 3 clusters Score -2557222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -2557216.000000 Penalty: 11751.693359 Iteration 69Q: 3 clusters Score -2557216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -2557225.500000 Penalty: 11751.693359 Iteration 70Q: 3 clusters Score -2557226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -2557224.000000 Penalty: 11751.693359 Iteration 71Q: 3 clusters Score -2557224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -2557224.750000 Penalty: 11751.693359 Iteration 72Q: 3 clusters Score -2557225 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -2557228.750000 Penalty: 11751.693359 Iteration 73Q: 3 clusters Score -2557229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -2557226.500000 Penalty: 11751.693359 Iteration 74Q: 3 clusters Score -2557226 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -2557224.250000 Penalty: 11751.693359 Iteration 75Q: 3 clusters Score -2557224 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -2557224.250000 Penalty: 11751.693359 Iteration 76F: 3 clusters Score -2557224 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Entering Unmasked Estep Score: -1396400.875000 Penalty: 5518.286133 Iteration 0F: 2 clusters Score -1396401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1387334.750000 Penalty: 11036.572266 Iteration 0F: 3 clusters Score -1387335 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1389133.375000 Penalty: 11036.572266 Iteration 1F: 3 clusters Score -1389133 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1389592.125000 Penalty: 11036.572266 Iteration 2F: 3 clusters Score -1389592 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1389865.625000 Penalty: 11036.572266 Iteration 3Q: 3 clusters Score -1389866 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1390032.875000 Penalty: 11036.572266 Iteration 4Q: 3 clusters Score -1390033 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1390150.000000 Penalty: 11036.572266 Iteration 5Q: 3 clusters Score -1390150 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1390237.875000 Penalty: 11036.572266 Iteration 6Q: 3 clusters Score -1390238 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1390302.750000 Penalty: 11036.572266 Iteration 7Q: 3 clusters Score -1390303 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1390357.750000 Penalty: 11036.572266 Iteration 8Q: 3 clusters Score -1390358 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -1390407.625000 Penalty: 11036.572266 Iteration 9Q: 3 clusters Score -1390408 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1390445.625000 Penalty: 11036.572266 Iteration 10Q: 3 clusters Score -1390446 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1390471.375000 Penalty: 11036.572266 Iteration 11Q: 3 clusters Score -1390471 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1390493.625000 Penalty: 11036.572266 Iteration 12Q: 3 clusters Score -1390494 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -1390517.875000 Penalty: 11036.572266 Iteration 13Q: 3 clusters Score -1390518 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1390540.625000 Penalty: 11036.572266 Iteration 14Q: 3 clusters Score -1390541 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1390577.250000 Penalty: 11036.572266 Iteration 15Q: 3 clusters Score -1390577 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1390611.250000 Penalty: 11036.572266 Iteration 16Q: 3 clusters Score -1390611 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1390639.875000 Penalty: 11036.572266 Iteration 17Q: 3 clusters Score -1390640 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1390660.000000 Penalty: 11036.572266 Iteration 18Q: 3 clusters Score -1390660 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1390678.000000 Penalty: 11036.572266 Iteration 19Q: 3 clusters Score -1390678 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1390702.000000 Penalty: 11036.572266 Iteration 20F: 3 clusters Score -1390702 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1390721.250000 Penalty: 11036.572266 Iteration 21Q: 3 clusters Score -1390721 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1390736.125000 Penalty: 11036.572266 Iteration 22Q: 3 clusters Score -1390736 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1390748.375000 Penalty: 11036.572266 Iteration 23Q: 3 clusters Score -1390748 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1390758.000000 Penalty: 11036.572266 Iteration 24Q: 3 clusters Score -1390758 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1390759.625000 Penalty: 11036.572266 Iteration 25Q: 3 clusters Score -1390760 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1390774.375000 Penalty: 11036.572266 Iteration 26Q: 3 clusters Score -1390774 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1390782.625000 Penalty: 11036.572266 Iteration 27Q: 3 clusters Score -1390783 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1390798.750000 Penalty: 11036.572266 Iteration 28Q: 3 clusters Score -1390799 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1390810.375000 Penalty: 11036.572266 Iteration 29Q: 3 clusters Score -1390810 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1390814.375000 Penalty: 11036.572266 Iteration 30Q: 3 clusters Score -1390814 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1390827.750000 Penalty: 11036.572266 Iteration 31Q: 3 clusters Score -1390828 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1390836.500000 Penalty: 11036.572266 Iteration 32Q: 3 clusters Score -1390836 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1390848.375000 Penalty: 11036.572266 Iteration 33Q: 3 clusters Score -1390848 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1390851.375000 Penalty: 11036.572266 Iteration 34Q: 3 clusters Score -1390851 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1390858.500000 Penalty: 11036.572266 Iteration 35Q: 3 clusters Score -1390858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1390864.375000 Penalty: 11036.572266 Iteration 36Q: 3 clusters Score -1390864 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1390869.375000 Penalty: 11036.572266 Iteration 37Q: 3 clusters Score -1390869 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1390873.750000 Penalty: 11036.572266 Iteration 38Q: 3 clusters Score -1390874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -1390877.625000 Penalty: 11036.572266 Iteration 39Q: 3 clusters Score -1390878 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1390884.000000 Penalty: 11036.572266 Iteration 40F: 3 clusters Score -1390884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1390888.500000 Penalty: 11036.572266 Iteration 41Q: 3 clusters Score -1390888 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1390891.375000 Penalty: 11036.572266 Iteration 42Q: 3 clusters Score -1390891 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1390893.000000 Penalty: 11036.572266 Iteration 43Q: 3 clusters Score -1390893 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1390896.625000 Penalty: 11036.572266 Iteration 44Q: 3 clusters Score -1390897 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1390898.125000 Penalty: 11036.572266 Iteration 45Q: 3 clusters Score -1390898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1390904.250000 Penalty: 11036.572266 Iteration 46Q: 3 clusters Score -1390904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1390909.625000 Penalty: 11036.572266 Iteration 47Q: 3 clusters Score -1390910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1390917.125000 Penalty: 11036.572266 Iteration 48Q: 3 clusters Score -1390917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1390916.250000 Penalty: 11036.572266 Iteration 49Q: 3 clusters Score -1390916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1390921.375000 Penalty: 11036.572266 Iteration 50Q: 3 clusters Score -1390921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1390924.500000 Penalty: 11036.572266 Iteration 51Q: 3 clusters Score -1390924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1390934.375000 Penalty: 11036.572266 Iteration 52Q: 3 clusters Score -1390934 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1390942.125000 Penalty: 11036.572266 Iteration 53Q: 3 clusters Score -1390942 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -1390953.125000 Penalty: 11036.572266 Iteration 54Q: 3 clusters Score -1390953 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1390959.000000 Penalty: 11036.572266 Iteration 55Q: 3 clusters Score -1390959 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1390968.000000 Penalty: 11036.572266 Iteration 56Q: 3 clusters Score -1390968 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1390969.500000 Penalty: 11036.572266 Iteration 57Q: 3 clusters Score -1390970 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -1390981.875000 Penalty: 11036.572266 Iteration 58Q: 3 clusters Score -1390982 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -1390988.250000 Penalty: 11036.572266 Iteration 59Q: 3 clusters Score -1390988 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -1390995.375000 Penalty: 11036.572266 Iteration 60F: 3 clusters Score -1390995 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1391006.250000 Penalty: 11036.572266 Iteration 61Q: 3 clusters Score -1391006 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -1391013.000000 Penalty: 11036.572266 Iteration 62Q: 3 clusters Score -1391013 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1391023.625000 Penalty: 11036.572266 Iteration 63Q: 3 clusters Score -1391024 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1391030.250000 Penalty: 11036.572266 Iteration 64Q: 3 clusters Score -1391030 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1391035.625000 Penalty: 11036.572266 Iteration 65Q: 3 clusters Score -1391036 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1391046.375000 Penalty: 11036.572266 Iteration 66Q: 3 clusters Score -1391046 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1391062.250000 Penalty: 11036.572266 Iteration 67Q: 3 clusters Score -1391062 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1391072.250000 Penalty: 11036.572266 Iteration 68Q: 3 clusters Score -1391072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1391080.875000 Penalty: 11036.572266 Iteration 69Q: 3 clusters Score -1391081 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1391093.250000 Penalty: 11036.572266 Iteration 70Q: 3 clusters Score -1391093 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1391102.375000 Penalty: 11036.572266 Iteration 71Q: 3 clusters Score -1391102 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1391110.500000 Penalty: 11036.572266 Iteration 72Q: 3 clusters Score -1391110 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1391116.875000 Penalty: 11036.572266 Iteration 73Q: 3 clusters Score -1391117 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1391123.500000 Penalty: 11036.572266 Iteration 74Q: 3 clusters Score -1391124 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1391133.375000 Penalty: 11036.572266 Iteration 75Q: 3 clusters Score -1391133 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1391145.250000 Penalty: 11036.572266 Iteration 76Q: 3 clusters Score -1391145 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1391152.500000 Penalty: 11036.572266 Iteration 77Q: 3 clusters Score -1391152 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -1391168.750000 Penalty: 11036.572266 Iteration 78Q: 3 clusters Score -1391169 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1391181.250000 Penalty: 11036.572266 Iteration 79Q: 3 clusters Score -1391181 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1391197.750000 Penalty: 11036.572266 Iteration 80F: 3 clusters Score -1391198 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1391208.875000 Penalty: 11036.572266 Iteration 81Q: 3 clusters Score -1391209 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1391219.250000 Penalty: 11036.572266 Iteration 82Q: 3 clusters Score -1391219 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1391233.375000 Penalty: 11036.572266 Iteration 83Q: 3 clusters Score -1391233 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1391248.250000 Penalty: 11036.572266 Iteration 84Q: 3 clusters Score -1391248 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1391264.125000 Penalty: 11036.572266 Iteration 85Q: 3 clusters Score -1391264 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1391280.625000 Penalty: 11036.572266 Iteration 86Q: 3 clusters Score -1391281 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1391307.125000 Penalty: 11036.572266 Iteration 87Q: 3 clusters Score -1391307 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1391323.875000 Penalty: 11036.572266 Iteration 88Q: 3 clusters Score -1391324 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1391341.125000 Penalty: 11036.572266 Iteration 89Q: 3 clusters Score -1391341 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1391351.875000 Penalty: 11036.572266 Iteration 90Q: 3 clusters Score -1391352 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1391364.500000 Penalty: 11036.572266 Iteration 91Q: 3 clusters Score -1391364 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -1391379.125000 Penalty: 11036.572266 Iteration 92Q: 3 clusters Score -1391379 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -1391393.875000 Penalty: 11036.572266 Iteration 93Q: 3 clusters Score -1391394 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1391402.500000 Penalty: 11036.572266 Iteration 94Q: 3 clusters Score -1391402 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1391412.250000 Penalty: 11036.572266 Iteration 95Q: 3 clusters Score -1391412 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1391418.625000 Penalty: 11036.572266 Iteration 96Q: 3 clusters Score -1391419 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1391428.125000 Penalty: 11036.572266 Iteration 97Q: 3 clusters Score -1391428 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1391434.875000 Penalty: 11036.572266 Iteration 98Q: 3 clusters Score -1391435 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -1391444.625000 Penalty: 11036.572266 Iteration 99Q: 3 clusters Score -1391445 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1391455.125000 Penalty: 11036.572266 Iteration 100F: 3 clusters Score -1391455 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1391473.875000 Penalty: 11036.572266 Iteration 101Q: 3 clusters Score -1391474 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1391489.125000 Penalty: 11036.572266 Iteration 102Q: 3 clusters Score -1391489 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -1391502.375000 Penalty: 11036.572266 Iteration 103Q: 3 clusters Score -1391502 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1391515.875000 Penalty: 11036.572266 Iteration 104Q: 3 clusters Score -1391516 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -1391533.000000 Penalty: 11036.572266 Iteration 105Q: 3 clusters Score -1391533 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1391541.000000 Penalty: 11036.572266 Iteration 106Q: 3 clusters Score -1391541 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1391547.375000 Penalty: 11036.572266 Iteration 107Q: 3 clusters Score -1391547 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -1391558.625000 Penalty: 11036.572266 Iteration 108Q: 3 clusters Score -1391559 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1391564.625000 Penalty: 11036.572266 Iteration 109Q: 3 clusters Score -1391565 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1391578.875000 Penalty: 11036.572266 Iteration 110Q: 3 clusters Score -1391579 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1391583.625000 Penalty: 11036.572266 Iteration 111Q: 3 clusters Score -1391584 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1391594.125000 Penalty: 11036.572266 Iteration 112Q: 3 clusters Score -1391594 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1391596.500000 Penalty: 11036.572266 Iteration 113Q: 3 clusters Score -1391596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1391599.000000 Penalty: 11036.572266 Iteration 114Q: 3 clusters Score -1391599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1391605.625000 Penalty: 11036.572266 Iteration 115Q: 3 clusters Score -1391606 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1391611.500000 Penalty: 11036.572266 Iteration 116Q: 3 clusters Score -1391612 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1391617.500000 Penalty: 11036.572266 Iteration 117Q: 3 clusters Score -1391618 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1391625.250000 Penalty: 11036.572266 Iteration 118Q: 3 clusters Score -1391625 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1391635.625000 Penalty: 11036.572266 Iteration 119Q: 3 clusters Score -1391636 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -1391646.500000 Penalty: 11036.572266 Iteration 120F: 3 clusters Score -1391646 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1391659.000000 Penalty: 11036.572266 Iteration 121Q: 3 clusters Score -1391659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1391669.750000 Penalty: 11036.572266 Iteration 122Q: 3 clusters Score -1391670 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -1391677.250000 Penalty: 11036.572266 Iteration 123Q: 3 clusters Score -1391677 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1391688.625000 Penalty: 11036.572266 Iteration 124Q: 3 clusters Score -1391689 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1391696.500000 Penalty: 11036.572266 Iteration 125Q: 3 clusters Score -1391696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -1391704.750000 Penalty: 11036.572266 Iteration 126Q: 3 clusters Score -1391705 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1391711.500000 Penalty: 11036.572266 Iteration 127Q: 3 clusters Score -1391712 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -1391716.375000 Penalty: 11036.572266 Iteration 128Q: 3 clusters Score -1391716 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -1391726.625000 Penalty: 11036.572266 Iteration 129Q: 3 clusters Score -1391727 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1391729.375000 Penalty: 11036.572266 Iteration 130Q: 3 clusters Score -1391729 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -1391741.375000 Penalty: 11036.572266 Iteration 131Q: 3 clusters Score -1391741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1391753.000000 Penalty: 11036.572266 Iteration 132Q: 3 clusters Score -1391753 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -1391757.125000 Penalty: 11036.572266 Iteration 133Q: 3 clusters Score -1391757 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1391760.125000 Penalty: 11036.572266 Iteration 134Q: 3 clusters Score -1391760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -1391765.500000 Penalty: 11036.572266 Iteration 135Q: 3 clusters Score -1391766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1391764.250000 Penalty: 11036.572266 Iteration 136Q: 3 clusters Score -1391764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1391764.125000 Penalty: 11036.572266 Iteration 137Q: 3 clusters Score -1391764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1391764.125000 Penalty: 11036.572266 Iteration 138F: 3 clusters Score -1391764 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (23882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Entering Unmasked Estep Score: -4207841.500000 Penalty: 6174.539062 Iteration 0F: 2 clusters Score -4207842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -4188923.000000 Penalty: 12349.078125 Iteration 0F: 3 clusters Score -4188923 nChanged 9828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -4194267.750000 Penalty: 12349.078125 Iteration 1F: 3 clusters Score -4194268 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -4195347.500000 Penalty: 12349.078125 Iteration 2F: 3 clusters Score -4195348 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -4197144.500000 Penalty: 12349.078125 Iteration 3F: 3 clusters Score -4197144 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -4200071.000000 Penalty: 12349.078125 Iteration 4F: 3 clusters Score -4200071 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -4203151.500000 Penalty: 12349.078125 Iteration 5F: 3 clusters Score -4203152 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16697 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -4205494.000000 Penalty: 12349.078125 Iteration 6F: 3 clusters Score -4205494 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -4206626.000000 Penalty: 12349.078125 Iteration 7F: 3 clusters Score -4206626 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -4207097.000000 Penalty: 12349.078125 Iteration 8Q: 3 clusters Score -4207097 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18088 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -4207247.000000 Penalty: 12349.078125 Iteration 9Q: 3 clusters Score -4207247 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -4207316.000000 Penalty: 12349.078125 Iteration 10Q: 3 clusters Score -4207316 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -4207357.500000 Penalty: 12349.078125 Iteration 11Q: 3 clusters Score -4207358 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18318 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -4207377.500000 Penalty: 12349.078125 Iteration 12Q: 3 clusters Score -4207378 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18342 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -4207393.500000 Penalty: 12349.078125 Iteration 13Q: 3 clusters Score -4207394 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18352 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -4207395.500000 Penalty: 12349.078125 Iteration 14Q: 3 clusters Score -4207396 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -4207400.500000 Penalty: 12349.078125 Iteration 15Q: 3 clusters Score -4207400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18360 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -4207404.000000 Penalty: 12349.078125 Iteration 16Q: 3 clusters Score -4207404 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18363 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -4207404.500000 Penalty: 12349.078125 Iteration 17Q: 3 clusters Score -4207404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -4207404.500000 Penalty: 12349.078125 Iteration 18Q: 3 clusters Score -4207404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18372 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -4207406.500000 Penalty: 12349.078125 Iteration 19Q: 3 clusters Score -4207406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18375 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -4207412.500000 Penalty: 12349.078125 Iteration 20F: 3 clusters Score -4207412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18378 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -4207407.000000 Penalty: 12349.078125 Iteration 21Q: 3 clusters Score -4207407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18380 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -4207411.500000 Penalty: 12349.078125 Iteration 22Q: 3 clusters Score -4207412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18381 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -4207409.000000 Penalty: 12349.078125 Iteration 23Q: 3 clusters Score -4207409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18383 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -4207409.500000 Penalty: 12349.078125 Iteration 24Q: 3 clusters Score -4207410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18383 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -4207409.500000 Penalty: 12349.078125 Iteration 25F: 3 clusters Score -4207410 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -161728.890625 Penalty: 4302.597656 Iteration 0F: 2 clusters Score -161728.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -157854.046875 Penalty: 8605.195312 Iteration 0F: 3 clusters Score -157854 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -158900.531250 Penalty: 8605.195312 Iteration 1F: 3 clusters Score -158900.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -159854.234375 Penalty: 8605.195312 Iteration 2F: 3 clusters Score -159854.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -160759.343750 Penalty: 8605.195312 Iteration 3F: 3 clusters Score -160759.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -161392.953125 Penalty: 8605.195312 Iteration 4Q: 3 clusters Score -161393 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -161956.609375 Penalty: 8605.195312 Iteration 5Q: 3 clusters Score -161956.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -162086.171875 Penalty: 8605.195312 Iteration 6Q: 3 clusters Score -162086.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -162489.046875 Penalty: 8605.195312 Iteration 7Q: 3 clusters Score -162489 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -162578.500000 Penalty: 8605.195312 Iteration 8Q: 3 clusters Score -162578.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -162650.890625 Penalty: 8605.195312 Iteration 9Q: 3 clusters Score -162650.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -162677.062500 Penalty: 8605.195312 Iteration 10Q: 3 clusters Score -162677.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -162679.875000 Penalty: 8605.195312 Iteration 11Q: 3 clusters Score -162679.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -162682.546875 Penalty: 8605.195312 Iteration 12Q: 3 clusters Score -162682.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -162689.765625 Penalty: 8605.195312 Iteration 13Q: 3 clusters Score -162689.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -162696.515625 Penalty: 8605.195312 Iteration 14Q: 3 clusters Score -162696.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -162703.484375 Penalty: 8605.195312 Iteration 15Q: 3 clusters Score -162703.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -162711.437500 Penalty: 8605.195312 Iteration 16Q: 3 clusters Score -162711.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -162713.812500 Penalty: 8605.195312 Iteration 17Q: 3 clusters Score -162713.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -162717.984375 Penalty: 8605.195312 Iteration 18Q: 3 clusters Score -162718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -162722.375000 Penalty: 8605.195312 Iteration 19F: 3 clusters Score -162722.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -162727.093750 Penalty: 8605.195312 Iteration 20F: 3 clusters Score -162727.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -162735.109375 Penalty: 8605.195312 Iteration 21Q: 3 clusters Score -162735.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -162755.390625 Penalty: 8605.195312 Iteration 22Q: 3 clusters Score -162755.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -162759.296875 Penalty: 8605.195312 Iteration 23Q: 3 clusters Score -162759.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -162764.453125 Penalty: 8605.195312 Iteration 24Q: 3 clusters Score -162764.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -162767.750000 Penalty: 8605.195312 Iteration 25Q: 3 clusters Score -162767.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -162767.750000 Penalty: 8605.195312 Iteration 26F: 3 clusters Score -162767.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 672 members Mstep: Class 5 contains 97204 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8180 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 452 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9202 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70952840.000000 Penalty: 134526.734375 Splitting cluster 11 changes total score from -70955392.000000 to -70952840.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (45321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45321 members Entering Unmasked Estep Score: -8053759.000000 Penalty: 6566.934570 Iteration 0F: 2 clusters Score -8053759 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22785 members Mstep: Class 2 contains 22536 members Entering Unmasked Estep Score: -8021121.000000 Penalty: 13133.869141 Iteration 0F: 3 clusters Score -8021121 nChanged 19810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 22024 members Entering Unmasked Estep Score: -8031539.000000 Penalty: 13133.869141 Iteration 1F: 3 clusters Score -8031539 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23750 members Mstep: Class 2 contains 21571 members Entering Unmasked Estep Score: -8032401.500000 Penalty: 13133.869141 Iteration 2F: 3 clusters Score -8032402 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24381 members Mstep: Class 2 contains 20940 members Entering Unmasked Estep Score: -8033218.500000 Penalty: 13133.869141 Iteration 3Q: 3 clusters Score -8033218 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25285 members Mstep: Class 2 contains 20036 members Entering Unmasked Estep Score: -8034006.500000 Penalty: 13133.869141 Iteration 4Q: 3 clusters Score -8034006 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26479 members Mstep: Class 2 contains 18842 members Entering Unmasked Estep Score: -8035026.000000 Penalty: 13133.869141 Iteration 5Q: 3 clusters Score -8035026 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28006 members Mstep: Class 2 contains 17315 members Entering Unmasked Estep Score: -8036415.000000 Penalty: 13133.869141 Iteration 6F: 3 clusters Score -8036415 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29858 members Mstep: Class 2 contains 15463 members Entering Unmasked Estep Score: -8038447.000000 Penalty: 13133.869141 Iteration 7F: 3 clusters Score -8038447 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31826 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -8040625.500000 Penalty: 13133.869141 Iteration 8F: 3 clusters Score -8040626 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33603 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -8042538.000000 Penalty: 13133.869141 Iteration 9F: 3 clusters Score -8042538 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35020 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -8043855.000000 Penalty: 13133.869141 Iteration 10Q: 3 clusters Score -8043855 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36122 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -8044685.500000 Penalty: 13133.869141 Iteration 11Q: 3 clusters Score -8044686 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37014 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -8045188.500000 Penalty: 13133.869141 Iteration 12Q: 3 clusters Score -8045188 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37793 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -8045615.000000 Penalty: 13133.869141 Iteration 13Q: 3 clusters Score -8045615 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38470 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -8045896.500000 Penalty: 13133.869141 Iteration 14Q: 3 clusters Score -8045896 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39085 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -8046190.000000 Penalty: 13133.869141 Iteration 15Q: 3 clusters Score -8046190 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39608 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -8046445.000000 Penalty: 13133.869141 Iteration 16Q: 3 clusters Score -8046445 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40118 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -8046686.500000 Penalty: 13133.869141 Iteration 17Q: 3 clusters Score -8046686 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40592 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -8046906.500000 Penalty: 13133.869141 Iteration 18Q: 3 clusters Score -8046906 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41009 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -8047131.000000 Penalty: 13133.869141 Iteration 19Q: 3 clusters Score -8047131 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41375 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -8047267.500000 Penalty: 13133.869141 Iteration 20F: 3 clusters Score -8047268 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41687 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -8047393.000000 Penalty: 13133.869141 Iteration 21Q: 3 clusters Score -8047393 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41940 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -8047505.000000 Penalty: 13133.869141 Iteration 22Q: 3 clusters Score -8047505 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42143 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -8047629.500000 Penalty: 13133.869141 Iteration 23Q: 3 clusters Score -8047630 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42332 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -8047707.500000 Penalty: 13133.869141 Iteration 24Q: 3 clusters Score -8047708 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42481 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -8047786.000000 Penalty: 13133.869141 Iteration 25Q: 3 clusters Score -8047786 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42594 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -8047850.500000 Penalty: 13133.869141 Iteration 26Q: 3 clusters Score -8047850 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42681 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -8047877.000000 Penalty: 13133.869141 Iteration 27Q: 3 clusters Score -8047877 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42761 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -8047923.000000 Penalty: 13133.869141 Iteration 28Q: 3 clusters Score -8047923 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42836 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -8047961.500000 Penalty: 13133.869141 Iteration 29Q: 3 clusters Score -8047962 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42907 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -8048003.000000 Penalty: 13133.869141 Iteration 30Q: 3 clusters Score -8048003 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42984 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -8048027.000000 Penalty: 13133.869141 Iteration 31Q: 3 clusters Score -8048027 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43058 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -8048086.000000 Penalty: 13133.869141 Iteration 32Q: 3 clusters Score -8048086 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43110 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -8048092.000000 Penalty: 13133.869141 Iteration 33Q: 3 clusters Score -8048092 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43159 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -8048112.500000 Penalty: 13133.869141 Iteration 34Q: 3 clusters Score -8048112 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43200 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -8048130.000000 Penalty: 13133.869141 Iteration 35Q: 3 clusters Score -8048130 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43239 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -8048147.500000 Penalty: 13133.869141 Iteration 36Q: 3 clusters Score -8048148 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43274 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -8048170.000000 Penalty: 13133.869141 Iteration 37Q: 3 clusters Score -8048170 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43301 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -8048167.000000 Penalty: 13133.869141 Iteration 38Q: 3 clusters Score -8048167 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43321 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -8048180.000000 Penalty: 13133.869141 Iteration 39Q: 3 clusters Score -8048180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43340 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -8048195.000000 Penalty: 13133.869141 Iteration 40F: 3 clusters Score -8048195 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43355 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -8048207.500000 Penalty: 13133.869141 Iteration 41Q: 3 clusters Score -8048208 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43370 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -8048206.000000 Penalty: 13133.869141 Iteration 42Q: 3 clusters Score -8048206 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43390 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -8048229.500000 Penalty: 13133.869141 Iteration 43Q: 3 clusters Score -8048230 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -8048229.000000 Penalty: 13133.869141 Iteration 44Q: 3 clusters Score -8048229 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43417 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -8048227.000000 Penalty: 13133.869141 Iteration 45Q: 3 clusters Score -8048227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43421 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -8048228.500000 Penalty: 13133.869141 Iteration 46Q: 3 clusters Score -8048228 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43430 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -8048213.500000 Penalty: 13133.869141 Iteration 47Q: 3 clusters Score -8048214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43439 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -8048213.500000 Penalty: 13133.869141 Iteration 48Q: 3 clusters Score -8048214 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43451 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -8048216.000000 Penalty: 13133.869141 Iteration 49Q: 3 clusters Score -8048216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43458 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -8048220.500000 Penalty: 13133.869141 Iteration 50Q: 3 clusters Score -8048220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43460 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -8048215.000000 Penalty: 13133.869141 Iteration 51Q: 3 clusters Score -8048215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43460 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -8048222.000000 Penalty: 13133.869141 Iteration 52Q: 3 clusters Score -8048222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43463 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -8048218.000000 Penalty: 13133.869141 Iteration 53Q: 3 clusters Score -8048218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43466 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -8048230.000000 Penalty: 13133.869141 Iteration 54Q: 3 clusters Score -8048230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43470 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -8048242.500000 Penalty: 13133.869141 Iteration 55Q: 3 clusters Score -8048242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43471 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -8048241.000000 Penalty: 13133.869141 Iteration 56Q: 3 clusters Score -8048241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43473 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -8048231.500000 Penalty: 13133.869141 Iteration 57Q: 3 clusters Score -8048232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43475 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -8048236.000000 Penalty: 13133.869141 Iteration 58Q: 3 clusters Score -8048236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43477 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -8048232.500000 Penalty: 13133.869141 Iteration 59Q: 3 clusters Score -8048232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43478 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -8048239.000000 Penalty: 13133.869141 Iteration 60F: 3 clusters Score -8048239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43479 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -8048248.000000 Penalty: 13133.869141 Iteration 61Q: 3 clusters Score -8048248 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43480 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -8048242.000000 Penalty: 13133.869141 Iteration 62Q: 3 clusters Score -8048242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43480 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -8048242.000000 Penalty: 13133.869141 Iteration 63F: 3 clusters Score -8048242 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (13608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Entering Unmasked Estep Score: -2383382.000000 Penalty: 5830.028320 Iteration 0F: 2 clusters Score -2383382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -2370910.500000 Penalty: 11660.056641 Iteration 0F: 3 clusters Score -2370910 nChanged 5304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -2373932.000000 Penalty: 11660.056641 Iteration 1F: 3 clusters Score -2373932 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -2374482.000000 Penalty: 11660.056641 Iteration 2F: 3 clusters Score -2374482 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -2374839.750000 Penalty: 11660.056641 Iteration 3F: 3 clusters Score -2374840 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -2375109.250000 Penalty: 11660.056641 Iteration 4Q: 3 clusters Score -2375109 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -2375341.000000 Penalty: 11660.056641 Iteration 5Q: 3 clusters Score -2375341 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -2375600.250000 Penalty: 11660.056641 Iteration 6Q: 3 clusters Score -2375600 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -2375858.750000 Penalty: 11660.056641 Iteration 7Q: 3 clusters Score -2375859 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -2376173.500000 Penalty: 11660.056641 Iteration 8Q: 3 clusters Score -2376174 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -2376570.000000 Penalty: 11660.056641 Iteration 9Q: 3 clusters Score -2376570 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -2376975.000000 Penalty: 11660.056641 Iteration 10Q: 3 clusters Score -2376975 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -2377343.750000 Penalty: 11660.056641 Iteration 11Q: 3 clusters Score -2377344 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -2377711.750000 Penalty: 11660.056641 Iteration 12Q: 3 clusters Score -2377712 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -2378036.250000 Penalty: 11660.056641 Iteration 13Q: 3 clusters Score -2378036 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -2378310.000000 Penalty: 11660.056641 Iteration 14Q: 3 clusters Score -2378310 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2378493.000000 Penalty: 11660.056641 Iteration 15Q: 3 clusters Score -2378493 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -2378637.000000 Penalty: 11660.056641 Iteration 16Q: 3 clusters Score -2378637 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -2378737.500000 Penalty: 11660.056641 Iteration 17Q: 3 clusters Score -2378738 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -2378815.750000 Penalty: 11660.056641 Iteration 18Q: 3 clusters Score -2378816 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -2378875.250000 Penalty: 11660.056641 Iteration 19Q: 3 clusters Score -2378875 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -2378931.500000 Penalty: 11660.056641 Iteration 20F: 3 clusters Score -2378932 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -2378962.250000 Penalty: 11660.056641 Iteration 21Q: 3 clusters Score -2378962 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -2379009.250000 Penalty: 11660.056641 Iteration 22Q: 3 clusters Score -2379009 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -2379042.000000 Penalty: 11660.056641 Iteration 23Q: 3 clusters Score -2379042 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -2379081.250000 Penalty: 11660.056641 Iteration 24Q: 3 clusters Score -2379081 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -2379117.250000 Penalty: 11660.056641 Iteration 25Q: 3 clusters Score -2379117 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -2379138.750000 Penalty: 11660.056641 Iteration 26Q: 3 clusters Score -2379139 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2379155.750000 Penalty: 11660.056641 Iteration 27Q: 3 clusters Score -2379156 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -2379166.750000 Penalty: 11660.056641 Iteration 28Q: 3 clusters Score -2379167 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -2379182.750000 Penalty: 11660.056641 Iteration 29Q: 3 clusters Score -2379183 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -2379197.500000 Penalty: 11660.056641 Iteration 30Q: 3 clusters Score -2379198 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -2379214.250000 Penalty: 11660.056641 Iteration 31Q: 3 clusters Score -2379214 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -2379231.250000 Penalty: 11660.056641 Iteration 32Q: 3 clusters Score -2379231 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -2379238.250000 Penalty: 11660.056641 Iteration 33Q: 3 clusters Score -2379238 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 11455 members Entering Unmasked Estep Score: -2379244.750000 Penalty: 11660.056641 Iteration 34Q: 3 clusters Score -2379245 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 11475 members Entering Unmasked Estep Score: -2379254.750000 Penalty: 11660.056641 Iteration 35Q: 3 clusters Score -2379255 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 11500 members Entering Unmasked Estep Score: -2379264.500000 Penalty: 11660.056641 Iteration 36Q: 3 clusters Score -2379264 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -2379278.250000 Penalty: 11660.056641 Iteration 37Q: 3 clusters Score -2379278 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -2379291.750000 Penalty: 11660.056641 Iteration 38Q: 3 clusters Score -2379292 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -2379296.000000 Penalty: 11660.056641 Iteration 39Q: 3 clusters Score -2379296 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -2379316.250000 Penalty: 11660.056641 Iteration 40F: 3 clusters Score -2379316 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -2379338.000000 Penalty: 11660.056641 Iteration 41Q: 3 clusters Score -2379338 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -2379351.250000 Penalty: 11660.056641 Iteration 42Q: 3 clusters Score -2379351 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -2379359.500000 Penalty: 11660.056641 Iteration 43Q: 3 clusters Score -2379360 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -2379363.500000 Penalty: 11660.056641 Iteration 44Q: 3 clusters Score -2379364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -2379375.500000 Penalty: 11660.056641 Iteration 45Q: 3 clusters Score -2379376 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -2379383.750000 Penalty: 11660.056641 Iteration 46Q: 3 clusters Score -2379384 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 11769 members Entering Unmasked Estep Score: -2379387.750000 Penalty: 11660.056641 Iteration 47Q: 3 clusters Score -2379388 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -2379401.250000 Penalty: 11660.056641 Iteration 48Q: 3 clusters Score -2379401 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -2379403.500000 Penalty: 11660.056641 Iteration 49Q: 3 clusters Score -2379404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -2379407.250000 Penalty: 11660.056641 Iteration 50Q: 3 clusters Score -2379407 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -2379416.000000 Penalty: 11660.056641 Iteration 51Q: 3 clusters Score -2379416 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -2379421.250000 Penalty: 11660.056641 Iteration 52Q: 3 clusters Score -2379421 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -2379427.500000 Penalty: 11660.056641 Iteration 53Q: 3 clusters Score -2379428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -2379424.750000 Penalty: 11660.056641 Iteration 54Q: 3 clusters Score -2379425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -2379428.000000 Penalty: 11660.056641 Iteration 55Q: 3 clusters Score -2379428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -2379425.750000 Penalty: 11660.056641 Iteration 56Q: 3 clusters Score -2379426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -2379427.250000 Penalty: 11660.056641 Iteration 57Q: 3 clusters Score -2379427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -2379429.750000 Penalty: 11660.056641 Iteration 58Q: 3 clusters Score -2379430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -2379433.000000 Penalty: 11660.056641 Iteration 59Q: 3 clusters Score -2379433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -2379434.250000 Penalty: 11660.056641 Iteration 60F: 3 clusters Score -2379434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -2379433.750000 Penalty: 11660.056641 Iteration 61Q: 3 clusters Score -2379434 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -2379433.750000 Penalty: 11660.056641 Iteration 62Q: 3 clusters Score -2379434 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -2379433.750000 Penalty: 11660.056641 Iteration 63F: 3 clusters Score -2379434 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (24240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24240 members Entering Unmasked Estep Score: -4190143.500000 Penalty: 6183.652832 Iteration 0F: 2 clusters Score -4190144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -4171047.750000 Penalty: 12367.305664 Iteration 0F: 3 clusters Score -4171048 nChanged 10021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 12628 members Entering Unmasked Estep Score: -4177623.250000 Penalty: 12367.305664 Iteration 1F: 3 clusters Score -4177623 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -4179483.500000 Penalty: 12367.305664 Iteration 2F: 3 clusters Score -4179484 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -4181262.500000 Penalty: 12367.305664 Iteration 3F: 3 clusters Score -4181262 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 15793 members Entering Unmasked Estep Score: -4182981.250000 Penalty: 12367.305664 Iteration 4F: 3 clusters Score -4182981 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -4184518.000000 Penalty: 12367.305664 Iteration 5F: 3 clusters Score -4184518 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 18392 members Entering Unmasked Estep Score: -4185664.000000 Penalty: 12367.305664 Iteration 6F: 3 clusters Score -4185664 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 19256 members Entering Unmasked Estep Score: -4186389.250000 Penalty: 12367.305664 Iteration 7Q: 3 clusters Score -4186389 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -4186903.250000 Penalty: 12367.305664 Iteration 8Q: 3 clusters Score -4186903 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 20402 members Entering Unmasked Estep Score: -4187282.750000 Penalty: 12367.305664 Iteration 9Q: 3 clusters Score -4187283 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -4187607.000000 Penalty: 12367.305664 Iteration 10Q: 3 clusters Score -4187607 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 21099 members Entering Unmasked Estep Score: -4187817.000000 Penalty: 12367.305664 Iteration 11Q: 3 clusters Score -4187817 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 21328 members Entering Unmasked Estep Score: -4187964.750000 Penalty: 12367.305664 Iteration 12Q: 3 clusters Score -4187965 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -4188033.750000 Penalty: 12367.305664 Iteration 13Q: 3 clusters Score -4188034 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 21567 members Entering Unmasked Estep Score: -4188079.000000 Penalty: 12367.305664 Iteration 14Q: 3 clusters Score -4188079 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 21631 members Entering Unmasked Estep Score: -4188107.000000 Penalty: 12367.305664 Iteration 15Q: 3 clusters Score -4188107 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -4188123.250000 Penalty: 12367.305664 Iteration 16Q: 3 clusters Score -4188123 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 21736 members Entering Unmasked Estep Score: -4188151.250000 Penalty: 12367.305664 Iteration 17Q: 3 clusters Score -4188151 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 21769 members Entering Unmasked Estep Score: -4188154.000000 Penalty: 12367.305664 Iteration 18Q: 3 clusters Score -4188154 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -4188157.000000 Penalty: 12367.305664 Iteration 19Q: 3 clusters Score -4188157 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 21807 members Entering Unmasked Estep Score: -4188159.250000 Penalty: 12367.305664 Iteration 20F: 3 clusters Score -4188159 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 21822 members Entering Unmasked Estep Score: -4188162.250000 Penalty: 12367.305664 Iteration 21Q: 3 clusters Score -4188162 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 21842 members Entering Unmasked Estep Score: -4188173.500000 Penalty: 12367.305664 Iteration 22Q: 3 clusters Score -4188174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 21854 members Entering Unmasked Estep Score: -4188177.500000 Penalty: 12367.305664 Iteration 23Q: 3 clusters Score -4188178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 21860 members Entering Unmasked Estep Score: -4188173.500000 Penalty: 12367.305664 Iteration 24Q: 3 clusters Score -4188174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 21865 members Entering Unmasked Estep Score: -4188179.500000 Penalty: 12367.305664 Iteration 25Q: 3 clusters Score -4188180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 21872 members Entering Unmasked Estep Score: -4188181.250000 Penalty: 12367.305664 Iteration 26Q: 3 clusters Score -4188181 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 21881 members Entering Unmasked Estep Score: -4188184.500000 Penalty: 12367.305664 Iteration 27Q: 3 clusters Score -4188184 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 21892 members Entering Unmasked Estep Score: -4188188.750000 Penalty: 12367.305664 Iteration 28Q: 3 clusters Score -4188189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 21901 members Entering Unmasked Estep Score: -4188195.750000 Penalty: 12367.305664 Iteration 29Q: 3 clusters Score -4188196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 21911 members Entering Unmasked Estep Score: -4188202.250000 Penalty: 12367.305664 Iteration 30Q: 3 clusters Score -4188202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 21920 members Entering Unmasked Estep Score: -4188201.250000 Penalty: 12367.305664 Iteration 31Q: 3 clusters Score -4188201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 21924 members Entering Unmasked Estep Score: -4188200.500000 Penalty: 12367.305664 Iteration 32Q: 3 clusters Score -4188200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 21928 members Entering Unmasked Estep Score: -4188198.250000 Penalty: 12367.305664 Iteration 33Q: 3 clusters Score -4188198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 21931 members Entering Unmasked Estep Score: -4188204.750000 Penalty: 12367.305664 Iteration 34Q: 3 clusters Score -4188205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 21934 members Entering Unmasked Estep Score: -4188201.500000 Penalty: 12367.305664 Iteration 35Q: 3 clusters Score -4188202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 21935 members Entering Unmasked Estep Score: -4188201.000000 Penalty: 12367.305664 Iteration 36Q: 3 clusters Score -4188201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 21935 members Entering Unmasked Estep Score: -4188201.000000 Penalty: 12367.305664 Iteration 37F: 3 clusters Score -4188201 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Entering Unmasked Estep Score: -1543517.125000 Penalty: 5590.395508 Iteration 0F: 2 clusters Score -1543517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1533743.000000 Penalty: 11180.791016 Iteration 0F: 3 clusters Score -1533743 nChanged 3426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1535893.875000 Penalty: 11180.791016 Iteration 1F: 3 clusters Score -1535894 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1536457.500000 Penalty: 11180.791016 Iteration 2F: 3 clusters Score -1536458 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1536933.750000 Penalty: 11180.791016 Iteration 3F: 3 clusters Score -1536934 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1537421.750000 Penalty: 11180.791016 Iteration 4F: 3 clusters Score -1537422 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1537900.375000 Penalty: 11180.791016 Iteration 5F: 3 clusters Score -1537900 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1538386.125000 Penalty: 11180.791016 Iteration 6Q: 3 clusters Score -1538386 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1538933.375000 Penalty: 11180.791016 Iteration 7F: 3 clusters Score -1538933 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1539466.500000 Penalty: 11180.791016 Iteration 8F: 3 clusters Score -1539466 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -1539896.000000 Penalty: 11180.791016 Iteration 9Q: 3 clusters Score -1539896 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1540269.875000 Penalty: 11180.791016 Iteration 10Q: 3 clusters Score -1540270 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1540535.500000 Penalty: 11180.791016 Iteration 11Q: 3 clusters Score -1540536 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -1540735.250000 Penalty: 11180.791016 Iteration 12Q: 3 clusters Score -1540735 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -1540851.250000 Penalty: 11180.791016 Iteration 13Q: 3 clusters Score -1540851 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1540923.500000 Penalty: 11180.791016 Iteration 14Q: 3 clusters Score -1540924 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1540972.125000 Penalty: 11180.791016 Iteration 15Q: 3 clusters Score -1540972 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1541001.875000 Penalty: 11180.791016 Iteration 16Q: 3 clusters Score -1541002 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1541019.250000 Penalty: 11180.791016 Iteration 17Q: 3 clusters Score -1541019 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1541025.250000 Penalty: 11180.791016 Iteration 18Q: 3 clusters Score -1541025 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1541030.125000 Penalty: 11180.791016 Iteration 19Q: 3 clusters Score -1541030 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1541040.875000 Penalty: 11180.791016 Iteration 20F: 3 clusters Score -1541041 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1541050.625000 Penalty: 11180.791016 Iteration 21Q: 3 clusters Score -1541051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1541051.500000 Penalty: 11180.791016 Iteration 22Q: 3 clusters Score -1541052 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1541060.500000 Penalty: 11180.791016 Iteration 23Q: 3 clusters Score -1541060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1541064.375000 Penalty: 11180.791016 Iteration 24Q: 3 clusters Score -1541064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1541065.750000 Penalty: 11180.791016 Iteration 25Q: 3 clusters Score -1541066 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1541065.750000 Penalty: 11180.791016 Iteration 26F: 3 clusters Score -1541066 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -175781.578125 Penalty: 4335.484375 Iteration 0F: 2 clusters Score -175781.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -171618.640625 Penalty: 8670.968750 Iteration 0F: 3 clusters Score -171618.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -172210.125000 Penalty: 8670.968750 Iteration 1F: 3 clusters Score -172210.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -172621.640625 Penalty: 8670.968750 Iteration 2F: 3 clusters Score -172621.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -172852.031250 Penalty: 8670.968750 Iteration 3Q: 3 clusters Score -172852 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -172981.687500 Penalty: 8670.968750 Iteration 4Q: 3 clusters Score -172981.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -173058.578125 Penalty: 8670.968750 Iteration 5Q: 3 clusters Score -173058.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -173115.562500 Penalty: 8670.968750 Iteration 6Q: 3 clusters Score -173115.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -173197.453125 Penalty: 8670.968750 Iteration 7Q: 3 clusters Score -173197.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -173246.187500 Penalty: 8670.968750 Iteration 8Q: 3 clusters Score -173246.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -173278.703125 Penalty: 8670.968750 Iteration 9Q: 3 clusters Score -173278.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -173291.187500 Penalty: 8670.968750 Iteration 10Q: 3 clusters Score -173291.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -173300.015625 Penalty: 8670.968750 Iteration 11Q: 3 clusters Score -173300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -173309.578125 Penalty: 8670.968750 Iteration 12Q: 3 clusters Score -173309.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -173319.156250 Penalty: 8670.968750 Iteration 13Q: 3 clusters Score -173319.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -173327.234375 Penalty: 8670.968750 Iteration 14Q: 3 clusters Score -173327.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -173340.609375 Penalty: 8670.968750 Iteration 15Q: 3 clusters Score -173340.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -173357.515625 Penalty: 8670.968750 Iteration 16Q: 3 clusters Score -173357.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -173374.437500 Penalty: 8670.968750 Iteration 17Q: 3 clusters Score -173374.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -173391.250000 Penalty: 8670.968750 Iteration 18Q: 3 clusters Score -173391.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -173407.296875 Penalty: 8670.968750 Iteration 19Q: 3 clusters Score -173407.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -173434.562500 Penalty: 8670.968750 Iteration 20F: 3 clusters Score -173434.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -173449.359375 Penalty: 8670.968750 Iteration 21Q: 3 clusters Score -173449.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -173453.500000 Penalty: 8670.968750 Iteration 22Q: 3 clusters Score -173453.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -173460.375000 Penalty: 8670.968750 Iteration 23Q: 3 clusters Score -173460.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -173479.546875 Penalty: 8670.968750 Iteration 24Q: 3 clusters Score -173479.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -173522.296875 Penalty: 8670.968750 Iteration 25Q: 3 clusters Score -173522.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -173620.531250 Penalty: 8670.968750 Iteration 26Q: 3 clusters Score -173620.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -173806.875000 Penalty: 8670.968750 Iteration 27Q: 3 clusters Score -173806.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -174044.859375 Penalty: 8670.968750 Iteration 28Q: 3 clusters Score -174044.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -174348.546875 Penalty: 8670.968750 Iteration 29Q: 3 clusters Score -174348.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -175019.515625 Penalty: 8670.968750 Iteration 30Q: 3 clusters Score -175019.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -176015.343750 Penalty: 8670.968750 Iteration 31Q: 3 clusters Score -176015.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -176244.984375 Penalty: 8670.968750 Iteration 32Q: 3 clusters Score -176245 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -176356.328125 Penalty: 8670.968750 Iteration 33Q: 3 clusters Score -176356.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -176466.234375 Penalty: 8670.968750 Iteration 34Q: 3 clusters Score -176466.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -176530.843750 Penalty: 8670.968750 Iteration 35Q: 3 clusters Score -176530.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -176600.953125 Penalty: 8670.968750 Iteration 36Q: 3 clusters Score -176601 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -176661.734375 Penalty: 8670.968750 Iteration 37Q: 3 clusters Score -176661.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -176704.578125 Penalty: 8670.968750 Iteration 38Q: 3 clusters Score -176704.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -176739.703125 Penalty: 8670.968750 Iteration 39Q: 3 clusters Score -176739.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -176798.140625 Penalty: 8670.968750 Iteration 40F: 3 clusters Score -176798.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -176915.453125 Penalty: 8670.968750 Iteration 41Q: 3 clusters Score -176915.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -177032.453125 Penalty: 8670.968750 Iteration 42Q: 3 clusters Score -177032.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -177210.140625 Penalty: 8670.968750 Iteration 43Q: 3 clusters Score -177210.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -177374.531250 Penalty: 8670.968750 Iteration 44Q: 3 clusters Score -177374.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -177422.625000 Penalty: 8670.968750 Iteration 45Q: 3 clusters Score -177422.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -177458.359375 Penalty: 8670.968750 Iteration 46Q: 3 clusters Score -177458.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -177473.718750 Penalty: 8670.968750 Iteration 47Q: 3 clusters Score -177473.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -177484.250000 Penalty: 8670.968750 Iteration 48F: 3 clusters Score -177484.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -177512.296875 Penalty: 8670.968750 Iteration 49Q: 3 clusters Score -177512.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -177566.062500 Penalty: 8670.968750 Iteration 50Q: 3 clusters Score -177566.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -177577.625000 Penalty: 8670.968750 Iteration 51F: 3 clusters Score -177577.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -177693.640625 Penalty: 8670.968750 Iteration 52Q: 3 clusters Score -177693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -177819.640625 Penalty: 8670.968750 Iteration 53Q: 3 clusters Score -177819.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -177862.843750 Penalty: 8670.968750 Iteration 54Q: 3 clusters Score -177862.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -177897.781250 Penalty: 8670.968750 Iteration 55Q: 3 clusters Score -177897.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -177904.609375 Penalty: 8670.968750 Iteration 56Q: 3 clusters Score -177904.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -177904.609375 Penalty: 8670.968750 Iteration 57F: 3 clusters Score -177904.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 361 members Mstep: Class 5 contains 97204 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8180 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9202 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70953952.000000 Penalty: 134526.734375 Splitting cluster 18 changes total score from -70955392.000000 to -70953952.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (2306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Entering Unmasked Estep Score: -393076.062500 Penalty: 4742.752930 Iteration 0F: 2 clusters Score -393076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -387917.625000 Penalty: 9485.505859 Iteration 0F: 3 clusters Score -387917.6 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -388759.031250 Penalty: 9485.505859 Iteration 1F: 3 clusters Score -388759 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -389295.750000 Penalty: 9485.505859 Iteration 2F: 3 clusters Score -389295.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -390027.875000 Penalty: 9485.505859 Iteration 3F: 3 clusters Score -390027.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -391472.218750 Penalty: 9485.505859 Iteration 4F: 3 clusters Score -391472.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -393162.312500 Penalty: 9485.505859 Iteration 5F: 3 clusters Score -393162.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -394508.468750 Penalty: 9485.505859 Iteration 6F: 3 clusters Score -394508.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -395133.156250 Penalty: 9485.505859 Iteration 7F: 3 clusters Score -395133.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -395413.187500 Penalty: 9485.505859 Iteration 8Q: 3 clusters Score -395413.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -395521.625000 Penalty: 9485.505859 Iteration 9Q: 3 clusters Score -395521.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -395555.093750 Penalty: 9485.505859 Iteration 10Q: 3 clusters Score -395555.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -395568.937500 Penalty: 9485.505859 Iteration 11Q: 3 clusters Score -395568.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -395579.687500 Penalty: 9485.505859 Iteration 12Q: 3 clusters Score -395579.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -395586.656250 Penalty: 9485.505859 Iteration 13Q: 3 clusters Score -395586.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -395588.343750 Penalty: 9485.505859 Iteration 14Q: 3 clusters Score -395588.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -395588.343750 Penalty: 9485.505859 Iteration 15F: 3 clusters Score -395588.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 1976 members Mstep: Class 5 contains 97204 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8180 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9202 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 330 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70954840.000000 Penalty: 134526.734375 Splitting cluster 19 changes total score from -70955392.000000 to -70954840.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Entering Unmasked Estep Score: -227308.609375 Penalty: 4471.953125 Iteration 0F: 2 clusters Score -227308.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -222887.031250 Penalty: 8943.906250 Iteration 0F: 3 clusters Score -222887 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -224039.250000 Penalty: 8943.906250 Iteration 1F: 3 clusters Score -224039.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -224775.843750 Penalty: 8943.906250 Iteration 2F: 3 clusters Score -224775.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -225169.468750 Penalty: 8943.906250 Iteration 3F: 3 clusters Score -225169.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -225485.515625 Penalty: 8943.906250 Iteration 4F: 3 clusters Score -225485.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -225782.718750 Penalty: 8943.906250 Iteration 5Q: 3 clusters Score -225782.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -226016.359375 Penalty: 8943.906250 Iteration 6Q: 3 clusters Score -226016.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -226184.390625 Penalty: 8943.906250 Iteration 7Q: 3 clusters Score -226184.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -226301.671875 Penalty: 8943.906250 Iteration 8Q: 3 clusters Score -226301.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -226415.359375 Penalty: 8943.906250 Iteration 9Q: 3 clusters Score -226415.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -226519.500000 Penalty: 8943.906250 Iteration 10Q: 3 clusters Score -226519.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -226606.328125 Penalty: 8943.906250 Iteration 11Q: 3 clusters Score -226606.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -226684.703125 Penalty: 8943.906250 Iteration 12Q: 3 clusters Score -226684.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -226773.421875 Penalty: 8943.906250 Iteration 13Q: 3 clusters Score -226773.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -226887.265625 Penalty: 8943.906250 Iteration 14Q: 3 clusters Score -226887.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -226981.359375 Penalty: 8943.906250 Iteration 15Q: 3 clusters Score -226981.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -227053.812500 Penalty: 8943.906250 Iteration 16Q: 3 clusters Score -227053.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -227145.656250 Penalty: 8943.906250 Iteration 17Q: 3 clusters Score -227145.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -227225.484375 Penalty: 8943.906250 Iteration 18Q: 3 clusters Score -227225.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -227367.921875 Penalty: 8943.906250 Iteration 19Q: 3 clusters Score -227367.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -227502.406250 Penalty: 8943.906250 Iteration 20F: 3 clusters Score -227502.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -227555.171875 Penalty: 8943.906250 Iteration 21Q: 3 clusters Score -227555.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -227609.500000 Penalty: 8943.906250 Iteration 22Q: 3 clusters Score -227609.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -227632.203125 Penalty: 8943.906250 Iteration 23Q: 3 clusters Score -227632.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -227632.203125 Penalty: 8943.906250 Iteration 24F: 3 clusters Score -227632.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 512 members Mstep: Class 5 contains 97204 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8180 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9202 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 970 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70952240.000000 Penalty: 134526.734375 Splitting cluster 20 changes total score from -70955392.000000 to -70952240.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (6112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Entering Unmasked Estep Score: -1010452.062500 Penalty: 5339.780273 Iteration 0F: 2 clusters Score -1010452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -1002728.312500 Penalty: 10679.560547 Iteration 0F: 3 clusters Score -1002728 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1004277.125000 Penalty: 10679.560547 Iteration 1F: 3 clusters Score -1004277 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1004945.000000 Penalty: 10679.560547 Iteration 2F: 3 clusters Score -1004945 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1005586.937500 Penalty: 10679.560547 Iteration 3F: 3 clusters Score -1005587 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1006162.250000 Penalty: 10679.560547 Iteration 4F: 3 clusters Score -1006162 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1006682.937500 Penalty: 10679.560547 Iteration 5F: 3 clusters Score -1006683 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1007152.875000 Penalty: 10679.560547 Iteration 6F: 3 clusters Score -1007153 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1007512.562500 Penalty: 10679.560547 Iteration 7Q: 3 clusters Score -1007513 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -1007828.000000 Penalty: 10679.560547 Iteration 8Q: 3 clusters Score -1007828 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1008125.750000 Penalty: 10679.560547 Iteration 9Q: 3 clusters Score -1008126 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1008358.625000 Penalty: 10679.560547 Iteration 10Q: 3 clusters Score -1008359 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -1008468.750000 Penalty: 10679.560547 Iteration 11Q: 3 clusters Score -1008469 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1008523.625000 Penalty: 10679.560547 Iteration 12Q: 3 clusters Score -1008524 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1008558.375000 Penalty: 10679.560547 Iteration 13Q: 3 clusters Score -1008558 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1008583.562500 Penalty: 10679.560547 Iteration 14Q: 3 clusters Score -1008584 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -1008597.250000 Penalty: 10679.560547 Iteration 15Q: 3 clusters Score -1008597 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1008604.375000 Penalty: 10679.560547 Iteration 16Q: 3 clusters Score -1008604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1008613.875000 Penalty: 10679.560547 Iteration 17Q: 3 clusters Score -1008614 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1008617.937500 Penalty: 10679.560547 Iteration 18Q: 3 clusters Score -1008618 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1008623.500000 Penalty: 10679.560547 Iteration 19Q: 3 clusters Score -1008624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1008624.312500 Penalty: 10679.560547 Iteration 20F: 3 clusters Score -1008624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1008627.125000 Penalty: 10679.560547 Iteration 21Q: 3 clusters Score -1008627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1008629.812500 Penalty: 10679.560547 Iteration 22Q: 3 clusters Score -1008630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1008633.312500 Penalty: 10679.560547 Iteration 23Q: 3 clusters Score -1008633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1008633.625000 Penalty: 10679.560547 Iteration 24Q: 3 clusters Score -1008634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1008636.937500 Penalty: 10679.560547 Iteration 25Q: 3 clusters Score -1008637 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1008638.437500 Penalty: 10679.560547 Iteration 26Q: 3 clusters Score -1008638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1008638.500000 Penalty: 10679.560547 Iteration 27Q: 3 clusters Score -1008638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1008638.000000 Penalty: 10679.560547 Iteration 28Q: 3 clusters Score -1008638 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1008641.125000 Penalty: 10679.560547 Iteration 29Q: 3 clusters Score -1008641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1008640.562500 Penalty: 10679.560547 Iteration 30Q: 3 clusters Score -1008641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1008643.562500 Penalty: 10679.560547 Iteration 31Q: 3 clusters Score -1008644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1008643.250000 Penalty: 10679.560547 Iteration 32Q: 3 clusters Score -1008643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1008643.250000 Penalty: 10679.560547 Iteration 33F: 3 clusters Score -1008643 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -203876.890625 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -203876.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -199676.421875 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -199676.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -200594.609375 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -200594.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -201006.609375 Penalty: 8785.279297 Iteration 2F: 3 clusters Score -201006.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -201347.328125 Penalty: 8785.279297 Iteration 3F: 3 clusters Score -201347.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -201752.765625 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -201752.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -202238.796875 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -202238.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -202717.750000 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -202717.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -202888.406250 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -202888.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -202956.046875 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -202956 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -203026.406250 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -203026.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -203063.921875 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -203063.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -203081.015625 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -203081 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -203092.000000 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -203092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -203095.937500 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -203095.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -203098.562500 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -203098.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -203101.265625 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -203101.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -203103.078125 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -203103.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -203103.078125 Penalty: 8785.279297 Iteration 17F: 3 clusters Score -203103.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97204 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8180 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45321 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9202 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955392.000000 Penalty: 126613.406250 Iteration 79Q: 17 clusters Score -7.095539e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97207 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8178 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45322 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9200 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955416.000000 Penalty: 126613.406250 Iteration 80F: 17 clusters Score -7.095542e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97210 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8176 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955424.000000 Penalty: 126613.406250 Iteration 81Q: 17 clusters Score -7.095542e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97212 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8174 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955432.000000 Penalty: 126613.406250 Iteration 82Q: 17 clusters Score -7.095543e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97214 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8172 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 83Q: 17 clusters Score -7.095545e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97215 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8171 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955456.000000 Penalty: 126613.406250 Iteration 84Q: 17 clusters Score -7.095546e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 85Q: 17 clusters Score -7.095545e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 13608 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70955448.000000 Penalty: 126613.406250 Iteration 86F: 17 clusters Score -7.095545e+07 nChanged 0 Entering ConstructFrom: Score: -70955448.000000 Penalty: 126613.406250 Entering ConstructFrom: Trying to split cluster 1 (12481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Entering Unmasked Estep Score: -2201830.000000 Penalty: 5777.077148 Iteration 0F: 2 clusters Score -2201830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -2190071.250000 Penalty: 11554.154297 Iteration 0F: 3 clusters Score -2190071 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -2192691.000000 Penalty: 11554.154297 Iteration 1F: 3 clusters Score -2192691 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -2193157.250000 Penalty: 11554.154297 Iteration 2F: 3 clusters Score -2193157 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -2193449.750000 Penalty: 11554.154297 Iteration 3Q: 3 clusters Score -2193450 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -2193657.250000 Penalty: 11554.154297 Iteration 4Q: 3 clusters Score -2193657 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -2193783.250000 Penalty: 11554.154297 Iteration 5Q: 3 clusters Score -2193783 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -2193883.750000 Penalty: 11554.154297 Iteration 6Q: 3 clusters Score -2193884 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -2193950.250000 Penalty: 11554.154297 Iteration 7Q: 3 clusters Score -2193950 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -2194030.250000 Penalty: 11554.154297 Iteration 8Q: 3 clusters Score -2194030 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -2194074.250000 Penalty: 11554.154297 Iteration 9Q: 3 clusters Score -2194074 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -2194119.250000 Penalty: 11554.154297 Iteration 10Q: 3 clusters Score -2194119 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -2194154.000000 Penalty: 11554.154297 Iteration 11Q: 3 clusters Score -2194154 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -2194189.500000 Penalty: 11554.154297 Iteration 12Q: 3 clusters Score -2194190 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -2194215.750000 Penalty: 11554.154297 Iteration 13Q: 3 clusters Score -2194216 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -2194236.750000 Penalty: 11554.154297 Iteration 14Q: 3 clusters Score -2194237 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -2194264.500000 Penalty: 11554.154297 Iteration 15Q: 3 clusters Score -2194264 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -2194283.250000 Penalty: 11554.154297 Iteration 16Q: 3 clusters Score -2194283 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -2194312.250000 Penalty: 11554.154297 Iteration 17Q: 3 clusters Score -2194312 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -2194338.750000 Penalty: 11554.154297 Iteration 18Q: 3 clusters Score -2194339 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -2194363.000000 Penalty: 11554.154297 Iteration 19Q: 3 clusters Score -2194363 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -2194385.250000 Penalty: 11554.154297 Iteration 20F: 3 clusters Score -2194385 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -2194404.250000 Penalty: 11554.154297 Iteration 21Q: 3 clusters Score -2194404 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -2194423.500000 Penalty: 11554.154297 Iteration 22Q: 3 clusters Score -2194424 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -2194438.000000 Penalty: 11554.154297 Iteration 23Q: 3 clusters Score -2194438 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -2194468.000000 Penalty: 11554.154297 Iteration 24Q: 3 clusters Score -2194468 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -2194491.000000 Penalty: 11554.154297 Iteration 25Q: 3 clusters Score -2194491 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -2194516.500000 Penalty: 11554.154297 Iteration 26Q: 3 clusters Score -2194516 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -2194537.000000 Penalty: 11554.154297 Iteration 27Q: 3 clusters Score -2194537 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -2194559.500000 Penalty: 11554.154297 Iteration 28Q: 3 clusters Score -2194560 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -2194587.750000 Penalty: 11554.154297 Iteration 29Q: 3 clusters Score -2194588 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -2194603.500000 Penalty: 11554.154297 Iteration 30Q: 3 clusters Score -2194604 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2194627.250000 Penalty: 11554.154297 Iteration 31Q: 3 clusters Score -2194627 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -2194641.500000 Penalty: 11554.154297 Iteration 32Q: 3 clusters Score -2194642 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -2194668.250000 Penalty: 11554.154297 Iteration 33Q: 3 clusters Score -2194668 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -2194697.000000 Penalty: 11554.154297 Iteration 34Q: 3 clusters Score -2194697 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -2194718.500000 Penalty: 11554.154297 Iteration 35Q: 3 clusters Score -2194718 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -2194750.000000 Penalty: 11554.154297 Iteration 36Q: 3 clusters Score -2194750 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -2194777.250000 Penalty: 11554.154297 Iteration 37Q: 3 clusters Score -2194777 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -2194813.750000 Penalty: 11554.154297 Iteration 38Q: 3 clusters Score -2194814 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -2194844.750000 Penalty: 11554.154297 Iteration 39Q: 3 clusters Score -2194845 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -2194882.500000 Penalty: 11554.154297 Iteration 40F: 3 clusters Score -2194882 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -2194945.250000 Penalty: 11554.154297 Iteration 41Q: 3 clusters Score -2194945 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2195023.500000 Penalty: 11554.154297 Iteration 42Q: 3 clusters Score -2195024 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -2195109.500000 Penalty: 11554.154297 Iteration 43Q: 3 clusters Score -2195110 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -2195223.750000 Penalty: 11554.154297 Iteration 44Q: 3 clusters Score -2195224 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -2195354.250000 Penalty: 11554.154297 Iteration 45Q: 3 clusters Score -2195354 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -2195545.750000 Penalty: 11554.154297 Iteration 46Q: 3 clusters Score -2195546 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -2195793.000000 Penalty: 11554.154297 Iteration 47Q: 3 clusters Score -2195793 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -2196089.250000 Penalty: 11554.154297 Iteration 48Q: 3 clusters Score -2196089 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -2196384.500000 Penalty: 11554.154297 Iteration 49Q: 3 clusters Score -2196384 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -2196665.250000 Penalty: 11554.154297 Iteration 50Q: 3 clusters Score -2196665 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -2196885.250000 Penalty: 11554.154297 Iteration 51Q: 3 clusters Score -2196885 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -2197064.000000 Penalty: 11554.154297 Iteration 52Q: 3 clusters Score -2197064 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -2197240.500000 Penalty: 11554.154297 Iteration 53Q: 3 clusters Score -2197240 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -2197388.750000 Penalty: 11554.154297 Iteration 54Q: 3 clusters Score -2197389 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -2197527.500000 Penalty: 11554.154297 Iteration 55Q: 3 clusters Score -2197528 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -2197655.500000 Penalty: 11554.154297 Iteration 56Q: 3 clusters Score -2197656 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -2197772.250000 Penalty: 11554.154297 Iteration 57Q: 3 clusters Score -2197772 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -2197873.250000 Penalty: 11554.154297 Iteration 58Q: 3 clusters Score -2197873 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -2197959.500000 Penalty: 11554.154297 Iteration 59Q: 3 clusters Score -2197960 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -2198044.250000 Penalty: 11554.154297 Iteration 60F: 3 clusters Score -2198044 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -2198097.500000 Penalty: 11554.154297 Iteration 61Q: 3 clusters Score -2198098 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -2198144.000000 Penalty: 11554.154297 Iteration 62Q: 3 clusters Score -2198144 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -2198187.000000 Penalty: 11554.154297 Iteration 63Q: 3 clusters Score -2198187 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -2198230.250000 Penalty: 11554.154297 Iteration 64Q: 3 clusters Score -2198230 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -2198274.750000 Penalty: 11554.154297 Iteration 65Q: 3 clusters Score -2198275 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -2198311.250000 Penalty: 11554.154297 Iteration 66Q: 3 clusters Score -2198311 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -2198341.750000 Penalty: 11554.154297 Iteration 67Q: 3 clusters Score -2198342 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -2198389.750000 Penalty: 11554.154297 Iteration 68Q: 3 clusters Score -2198390 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -2198414.000000 Penalty: 11554.154297 Iteration 69Q: 3 clusters Score -2198414 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -2198439.500000 Penalty: 11554.154297 Iteration 70Q: 3 clusters Score -2198440 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -2198459.250000 Penalty: 11554.154297 Iteration 71Q: 3 clusters Score -2198459 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -2198491.000000 Penalty: 11554.154297 Iteration 72Q: 3 clusters Score -2198491 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -2198510.250000 Penalty: 11554.154297 Iteration 73Q: 3 clusters Score -2198510 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -2198524.500000 Penalty: 11554.154297 Iteration 74Q: 3 clusters Score -2198524 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2198543.500000 Penalty: 11554.154297 Iteration 75Q: 3 clusters Score -2198544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -2198550.000000 Penalty: 11554.154297 Iteration 76Q: 3 clusters Score -2198550 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -2198559.500000 Penalty: 11554.154297 Iteration 77Q: 3 clusters Score -2198560 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -2198565.500000 Penalty: 11554.154297 Iteration 78Q: 3 clusters Score -2198566 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -2198577.250000 Penalty: 11554.154297 Iteration 79Q: 3 clusters Score -2198577 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -2198584.250000 Penalty: 11554.154297 Iteration 80F: 3 clusters Score -2198584 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -2198587.250000 Penalty: 11554.154297 Iteration 81Q: 3 clusters Score -2198587 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -2198589.000000 Penalty: 11554.154297 Iteration 82Q: 3 clusters Score -2198589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -2198591.250000 Penalty: 11554.154297 Iteration 83Q: 3 clusters Score -2198591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -2198591.250000 Penalty: 11554.154297 Iteration 84F: 3 clusters Score -2198591 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145734 members Entering Unmasked Estep Score: -25738338.000000 Penalty: 7282.342285 Iteration 0F: 2 clusters Score -2.573834e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72882 members Mstep: Class 2 contains 72852 members Entering Unmasked Estep Score: -25639508.000000 Penalty: 14564.684570 Iteration 0F: 3 clusters Score -2.563951e+07 nChanged 67558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73658 members Mstep: Class 2 contains 72076 members Entering Unmasked Estep Score: -25677750.000000 Penalty: 14564.684570 Iteration 1F: 3 clusters Score -2.567775e+07 nChanged 5138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74116 members Mstep: Class 2 contains 71618 members Entering Unmasked Estep Score: -25679116.000000 Penalty: 14564.684570 Iteration 2Q: 3 clusters Score -2.567912e+07 nChanged 4940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74810 members Mstep: Class 2 contains 70924 members Entering Unmasked Estep Score: -25680474.000000 Penalty: 14564.684570 Iteration 3Q: 3 clusters Score -2.568047e+07 nChanged 4931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75909 members Mstep: Class 2 contains 69825 members Entering Unmasked Estep Score: -25681656.000000 Penalty: 14564.684570 Iteration 4Q: 3 clusters Score -2.568166e+07 nChanged 5031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77478 members Mstep: Class 2 contains 68256 members Entering Unmasked Estep Score: -25683224.000000 Penalty: 14564.684570 Iteration 5Q: 3 clusters Score -2.568322e+07 nChanged 5313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79797 members Mstep: Class 2 contains 65937 members Entering Unmasked Estep Score: -25684950.000000 Penalty: 14564.684570 Iteration 6Q: 3 clusters Score -2.568495e+07 nChanged 5749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83016 members Mstep: Class 2 contains 62718 members Entering Unmasked Estep Score: -25686982.000000 Penalty: 14564.684570 Iteration 7Q: 3 clusters Score -2.568698e+07 nChanged 6396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87524 members Mstep: Class 2 contains 58210 members Entering Unmasked Estep Score: -25689716.000000 Penalty: 14564.684570 Iteration 8Q: 3 clusters Score -2.568972e+07 nChanged 7278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93506 members Mstep: Class 2 contains 52228 members Entering Unmasked Estep Score: -25693312.000000 Penalty: 14564.684570 Iteration 9Q: 3 clusters Score -2.569331e+07 nChanged 8267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101009 members Mstep: Class 2 contains 44725 members Entering Unmasked Estep Score: -25698454.000000 Penalty: 14564.684570 Iteration 10F: 3 clusters Score -2.569845e+07 nChanged 9181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109776 members Mstep: Class 2 contains 35958 members Entering Unmasked Estep Score: -25705148.000000 Penalty: 14564.684570 Iteration 11F: 3 clusters Score -2.570515e+07 nChanged 9139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118773 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -25712830.000000 Penalty: 14564.684570 Iteration 12F: 3 clusters Score -2.571283e+07 nChanged 8070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126785 members Mstep: Class 2 contains 18949 members Entering Unmasked Estep Score: -25719906.000000 Penalty: 14564.684570 Iteration 13F: 3 clusters Score -2.571991e+07 nChanged 6206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132943 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -25725510.000000 Penalty: 14564.684570 Iteration 14Q: 3 clusters Score -2.572551e+07 nChanged 4097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136992 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -25728992.000000 Penalty: 14564.684570 Iteration 15Q: 3 clusters Score -2.572899e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139415 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -25730952.000000 Penalty: 14564.684570 Iteration 16Q: 3 clusters Score -2.573095e+07 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140822 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -25732022.000000 Penalty: 14564.684570 Iteration 17Q: 3 clusters Score -2.573202e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141644 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -25732646.000000 Penalty: 14564.684570 Iteration 18Q: 3 clusters Score -2.573265e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142134 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -25733132.000000 Penalty: 14564.684570 Iteration 19Q: 3 clusters Score -2.573313e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142461 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -25733298.000000 Penalty: 14564.684570 Iteration 20F: 3 clusters Score -2.57333e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142678 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -25733444.000000 Penalty: 14564.684570 Iteration 21Q: 3 clusters Score -2.573344e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142839 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -25733526.000000 Penalty: 14564.684570 Iteration 22Q: 3 clusters Score -2.573353e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142963 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -25733632.000000 Penalty: 14564.684570 Iteration 23Q: 3 clusters Score -2.573363e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143064 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -25733690.000000 Penalty: 14564.684570 Iteration 24Q: 3 clusters Score -2.573369e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143129 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -25733814.000000 Penalty: 14564.684570 Iteration 25Q: 3 clusters Score -2.573381e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143183 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -25733850.000000 Penalty: 14564.684570 Iteration 26Q: 3 clusters Score -2.573385e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143224 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -25733850.000000 Penalty: 14564.684570 Iteration 27Q: 3 clusters Score -2.573385e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143254 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -25733860.000000 Penalty: 14564.684570 Iteration 28Q: 3 clusters Score -2.573386e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143277 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -25733922.000000 Penalty: 14564.684570 Iteration 29Q: 3 clusters Score -2.573392e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143299 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -25733914.000000 Penalty: 14564.684570 Iteration 30Q: 3 clusters Score -2.573391e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143310 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -25733926.000000 Penalty: 14564.684570 Iteration 31Q: 3 clusters Score -2.573393e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143325 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -25733948.000000 Penalty: 14564.684570 Iteration 32Q: 3 clusters Score -2.573395e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143335 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -25733910.000000 Penalty: 14564.684570 Iteration 33Q: 3 clusters Score -2.573391e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143339 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -25733940.000000 Penalty: 14564.684570 Iteration 34Q: 3 clusters Score -2.573394e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143350 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -25733972.000000 Penalty: 14564.684570 Iteration 35Q: 3 clusters Score -2.573397e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143357 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -25733930.000000 Penalty: 14564.684570 Iteration 36Q: 3 clusters Score -2.573393e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143364 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -25733948.000000 Penalty: 14564.684570 Iteration 37Q: 3 clusters Score -2.573395e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143374 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -25733956.000000 Penalty: 14564.684570 Iteration 38Q: 3 clusters Score -2.573396e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143384 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -25733964.000000 Penalty: 14564.684570 Iteration 39Q: 3 clusters Score -2.573396e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143392 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -25733970.000000 Penalty: 14564.684570 Iteration 40F: 3 clusters Score -2.573397e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143399 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -25733984.000000 Penalty: 14564.684570 Iteration 41Q: 3 clusters Score -2.573398e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143406 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -25734020.000000 Penalty: 14564.684570 Iteration 42Q: 3 clusters Score -2.573402e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143417 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -25734002.000000 Penalty: 14564.684570 Iteration 43Q: 3 clusters Score -2.5734e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143420 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -25733990.000000 Penalty: 14564.684570 Iteration 44Q: 3 clusters Score -2.573399e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143424 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -25734008.000000 Penalty: 14564.684570 Iteration 45Q: 3 clusters Score -2.573401e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143426 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -25733990.000000 Penalty: 14564.684570 Iteration 46Q: 3 clusters Score -2.573399e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143428 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -25733996.000000 Penalty: 14564.684570 Iteration 47Q: 3 clusters Score -2.5734e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143429 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -25733992.000000 Penalty: 14564.684570 Iteration 48Q: 3 clusters Score -2.573399e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143429 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -25733994.000000 Penalty: 14564.684570 Iteration 49Q: 3 clusters Score -2.573399e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143431 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -25734004.000000 Penalty: 14564.684570 Iteration 50Q: 3 clusters Score -2.5734e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143435 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -25733998.000000 Penalty: 14564.684570 Iteration 51Q: 3 clusters Score -2.5734e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143438 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -25733972.000000 Penalty: 14564.684570 Iteration 52Q: 3 clusters Score -2.573397e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143440 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -25733964.000000 Penalty: 14564.684570 Iteration 53Q: 3 clusters Score -2.573396e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143443 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -25733972.000000 Penalty: 14564.684570 Iteration 54Q: 3 clusters Score -2.573397e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143443 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -25733972.000000 Penalty: 14564.684570 Iteration 55F: 3 clusters Score -2.573397e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (97216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97216 members Entering Unmasked Estep Score: -17346490.000000 Penalty: 7034.373047 Iteration 0F: 2 clusters Score -1.734649e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48928 members Mstep: Class 2 contains 48288 members Entering Unmasked Estep Score: -17280350.000000 Penalty: 14068.746094 Iteration 0F: 3 clusters Score -1.728035e+07 nChanged 44244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51148 members Mstep: Class 2 contains 46068 members Entering Unmasked Estep Score: -17304350.000000 Penalty: 14068.746094 Iteration 1F: 3 clusters Score -1.730435e+07 nChanged 3952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52496 members Mstep: Class 2 contains 44720 members Entering Unmasked Estep Score: -17305450.000000 Penalty: 14068.746094 Iteration 2Q: 3 clusters Score -1.730545e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54352 members Mstep: Class 2 contains 42864 members Entering Unmasked Estep Score: -17306656.000000 Penalty: 14068.746094 Iteration 3Q: 3 clusters Score -1.730666e+07 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56891 members Mstep: Class 2 contains 40325 members Entering Unmasked Estep Score: -17307986.000000 Penalty: 14068.746094 Iteration 4Q: 3 clusters Score -1.730799e+07 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60327 members Mstep: Class 2 contains 36889 members Entering Unmasked Estep Score: -17309934.000000 Penalty: 14068.746094 Iteration 5Q: 3 clusters Score -1.730993e+07 nChanged 5229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65046 members Mstep: Class 2 contains 32170 members Entering Unmasked Estep Score: -17313008.000000 Penalty: 14068.746094 Iteration 6F: 3 clusters Score -1.731301e+07 nChanged 6599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71217 members Mstep: Class 2 contains 25999 members Entering Unmasked Estep Score: -17317920.000000 Penalty: 14068.746094 Iteration 7F: 3 clusters Score -1.731792e+07 nChanged 7587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78408 members Mstep: Class 2 contains 18808 members Entering Unmasked Estep Score: -17324490.000000 Penalty: 14068.746094 Iteration 8F: 3 clusters Score -1.732449e+07 nChanged 7362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85414 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -17331440.000000 Penalty: 14068.746094 Iteration 9F: 3 clusters Score -1.733144e+07 nChanged 5257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90391 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -17336504.000000 Penalty: 14068.746094 Iteration 10F: 3 clusters Score -1.73365e+07 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93003 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -17338878.000000 Penalty: 14068.746094 Iteration 11Q: 3 clusters Score -1.733888e+07 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94149 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -17339848.000000 Penalty: 14068.746094 Iteration 12Q: 3 clusters Score -1.733985e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94685 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -17340382.000000 Penalty: 14068.746094 Iteration 13Q: 3 clusters Score -1.734038e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94951 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -17340608.000000 Penalty: 14068.746094 Iteration 14Q: 3 clusters Score -1.734061e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95099 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -17340776.000000 Penalty: 14068.746094 Iteration 15Q: 3 clusters Score -1.734078e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95182 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -17340870.000000 Penalty: 14068.746094 Iteration 16Q: 3 clusters Score -1.734087e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95253 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -17340942.000000 Penalty: 14068.746094 Iteration 17Q: 3 clusters Score -1.734094e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95305 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -17340972.000000 Penalty: 14068.746094 Iteration 18Q: 3 clusters Score -1.734097e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95343 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -17340982.000000 Penalty: 14068.746094 Iteration 19Q: 3 clusters Score -1.734098e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95366 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -17340984.000000 Penalty: 14068.746094 Iteration 20F: 3 clusters Score -1.734098e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95382 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -17341006.000000 Penalty: 14068.746094 Iteration 21Q: 3 clusters Score -1.734101e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95385 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -17341040.000000 Penalty: 14068.746094 Iteration 22Q: 3 clusters Score -1.734104e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95393 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -17341032.000000 Penalty: 14068.746094 Iteration 23Q: 3 clusters Score -1.734103e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95402 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -17341046.000000 Penalty: 14068.746094 Iteration 24Q: 3 clusters Score -1.734105e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95407 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -17341030.000000 Penalty: 14068.746094 Iteration 25Q: 3 clusters Score -1.734103e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95411 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -17341030.000000 Penalty: 14068.746094 Iteration 26Q: 3 clusters Score -1.734103e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95422 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -17341028.000000 Penalty: 14068.746094 Iteration 27Q: 3 clusters Score -1.734103e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95427 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -17341028.000000 Penalty: 14068.746094 Iteration 28Q: 3 clusters Score -1.734103e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95432 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -17341038.000000 Penalty: 14068.746094 Iteration 29Q: 3 clusters Score -1.734104e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95436 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -17341032.000000 Penalty: 14068.746094 Iteration 30Q: 3 clusters Score -1.734103e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95439 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -17341036.000000 Penalty: 14068.746094 Iteration 31Q: 3 clusters Score -1.734104e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95444 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -17341034.000000 Penalty: 14068.746094 Iteration 32Q: 3 clusters Score -1.734103e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95450 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -17341050.000000 Penalty: 14068.746094 Iteration 33Q: 3 clusters Score -1.734105e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95456 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -17341060.000000 Penalty: 14068.746094 Iteration 34Q: 3 clusters Score -1.734106e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95460 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -17341052.000000 Penalty: 14068.746094 Iteration 35Q: 3 clusters Score -1.734105e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95461 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -17341064.000000 Penalty: 14068.746094 Iteration 36Q: 3 clusters Score -1.734106e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95463 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -17341066.000000 Penalty: 14068.746094 Iteration 37Q: 3 clusters Score -1.734107e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95463 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -17341070.000000 Penalty: 14068.746094 Iteration 38Q: 3 clusters Score -1.734107e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95465 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -17341062.000000 Penalty: 14068.746094 Iteration 39Q: 3 clusters Score -1.734106e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95465 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -17341062.000000 Penalty: 14068.746094 Iteration 40F: 3 clusters Score -1.734106e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Entering Unmasked Estep Score: -2560681.500000 Penalty: 5875.846680 Iteration 0F: 2 clusters Score -2560682 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -2547628.750000 Penalty: 11751.693359 Iteration 0F: 3 clusters Score -2547629 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -2550803.250000 Penalty: 11751.693359 Iteration 1F: 3 clusters Score -2550803 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2551592.500000 Penalty: 11751.693359 Iteration 2F: 3 clusters Score -2551592 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -2552248.500000 Penalty: 11751.693359 Iteration 3F: 3 clusters Score -2552248 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -2552755.250000 Penalty: 11751.693359 Iteration 4Q: 3 clusters Score -2552755 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -2553155.500000 Penalty: 11751.693359 Iteration 5Q: 3 clusters Score -2553156 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -2553508.750000 Penalty: 11751.693359 Iteration 6Q: 3 clusters Score -2553509 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -2553856.250000 Penalty: 11751.693359 Iteration 7Q: 3 clusters Score -2553856 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -2554155.500000 Penalty: 11751.693359 Iteration 8Q: 3 clusters Score -2554156 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -2554438.000000 Penalty: 11751.693359 Iteration 9Q: 3 clusters Score -2554438 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -2554746.500000 Penalty: 11751.693359 Iteration 10Q: 3 clusters Score -2554746 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -2555071.000000 Penalty: 11751.693359 Iteration 11Q: 3 clusters Score -2555071 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -2555431.500000 Penalty: 11751.693359 Iteration 12Q: 3 clusters Score -2555432 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -2555771.000000 Penalty: 11751.693359 Iteration 13Q: 3 clusters Score -2555771 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -2556142.000000 Penalty: 11751.693359 Iteration 14Q: 3 clusters Score -2556142 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -2556523.250000 Penalty: 11751.693359 Iteration 15Q: 3 clusters Score -2556523 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -2556886.750000 Penalty: 11751.693359 Iteration 16Q: 3 clusters Score -2556887 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -2557184.500000 Penalty: 11751.693359 Iteration 17Q: 3 clusters Score -2557184 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -2557393.500000 Penalty: 11751.693359 Iteration 18Q: 3 clusters Score -2557394 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -2557519.000000 Penalty: 11751.693359 Iteration 19Q: 3 clusters Score -2557519 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -2557604.750000 Penalty: 11751.693359 Iteration 20F: 3 clusters Score -2557605 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -2557695.250000 Penalty: 11751.693359 Iteration 21Q: 3 clusters Score -2557695 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -2557743.250000 Penalty: 11751.693359 Iteration 22Q: 3 clusters Score -2557743 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -2557784.000000 Penalty: 11751.693359 Iteration 23Q: 3 clusters Score -2557784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -2557806.750000 Penalty: 11751.693359 Iteration 24Q: 3 clusters Score -2557807 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -2557832.750000 Penalty: 11751.693359 Iteration 25Q: 3 clusters Score -2557833 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -2557842.250000 Penalty: 11751.693359 Iteration 26Q: 3 clusters Score -2557842 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -2557854.500000 Penalty: 11751.693359 Iteration 27Q: 3 clusters Score -2557854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -2557876.750000 Penalty: 11751.693359 Iteration 28Q: 3 clusters Score -2557877 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 12731 members Entering Unmasked Estep Score: -2557882.000000 Penalty: 11751.693359 Iteration 29Q: 3 clusters Score -2557882 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -2557888.500000 Penalty: 11751.693359 Iteration 30Q: 3 clusters Score -2557888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -2557893.000000 Penalty: 11751.693359 Iteration 31Q: 3 clusters Score -2557893 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -2557892.750000 Penalty: 11751.693359 Iteration 32Q: 3 clusters Score -2557893 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -2557892.000000 Penalty: 11751.693359 Iteration 33Q: 3 clusters Score -2557892 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -2557896.000000 Penalty: 11751.693359 Iteration 34Q: 3 clusters Score -2557896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -2557902.250000 Penalty: 11751.693359 Iteration 35Q: 3 clusters Score -2557902 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -2557910.000000 Penalty: 11751.693359 Iteration 36Q: 3 clusters Score -2557910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -2557918.750000 Penalty: 11751.693359 Iteration 37Q: 3 clusters Score -2557919 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -2557918.500000 Penalty: 11751.693359 Iteration 38Q: 3 clusters Score -2557918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -2557921.250000 Penalty: 11751.693359 Iteration 39Q: 3 clusters Score -2557921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -2557922.750000 Penalty: 11751.693359 Iteration 40F: 3 clusters Score -2557923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 12805 members Entering Unmasked Estep Score: -2557926.250000 Penalty: 11751.693359 Iteration 41Q: 3 clusters Score -2557926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -2557927.500000 Penalty: 11751.693359 Iteration 42Q: 3 clusters Score -2557928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -2557927.500000 Penalty: 11751.693359 Iteration 43F: 3 clusters Score -2557928 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Entering Unmasked Estep Score: -1394703.250000 Penalty: 5517.537598 Iteration 0F: 2 clusters Score -1394703 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1385608.875000 Penalty: 11035.075195 Iteration 0F: 3 clusters Score -1385609 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1387379.000000 Penalty: 11035.075195 Iteration 1F: 3 clusters Score -1387379 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1387806.000000 Penalty: 11035.075195 Iteration 2F: 3 clusters Score -1387806 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1388032.125000 Penalty: 11035.075195 Iteration 3Q: 3 clusters Score -1388032 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1388197.750000 Penalty: 11035.075195 Iteration 4Q: 3 clusters Score -1388198 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1388310.125000 Penalty: 11035.075195 Iteration 5Q: 3 clusters Score -1388310 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1388396.250000 Penalty: 11035.075195 Iteration 6Q: 3 clusters Score -1388396 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1388463.375000 Penalty: 11035.075195 Iteration 7Q: 3 clusters Score -1388463 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1388515.750000 Penalty: 11035.075195 Iteration 8Q: 3 clusters Score -1388516 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1388569.750000 Penalty: 11035.075195 Iteration 9Q: 3 clusters Score -1388570 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1388605.875000 Penalty: 11035.075195 Iteration 10Q: 3 clusters Score -1388606 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1388645.000000 Penalty: 11035.075195 Iteration 11Q: 3 clusters Score -1388645 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1388669.000000 Penalty: 11035.075195 Iteration 12Q: 3 clusters Score -1388669 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1388699.875000 Penalty: 11035.075195 Iteration 13Q: 3 clusters Score -1388700 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1388737.375000 Penalty: 11035.075195 Iteration 14Q: 3 clusters Score -1388737 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1388762.625000 Penalty: 11035.075195 Iteration 15Q: 3 clusters Score -1388763 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1388792.500000 Penalty: 11035.075195 Iteration 16Q: 3 clusters Score -1388792 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1388808.750000 Penalty: 11035.075195 Iteration 17Q: 3 clusters Score -1388809 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1388825.250000 Penalty: 11035.075195 Iteration 18Q: 3 clusters Score -1388825 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1388849.375000 Penalty: 11035.075195 Iteration 19Q: 3 clusters Score -1388849 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1388872.750000 Penalty: 11035.075195 Iteration 20F: 3 clusters Score -1388873 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1388893.125000 Penalty: 11035.075195 Iteration 21Q: 3 clusters Score -1388893 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1388912.875000 Penalty: 11035.075195 Iteration 22Q: 3 clusters Score -1388913 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1388928.625000 Penalty: 11035.075195 Iteration 23Q: 3 clusters Score -1388929 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1388944.000000 Penalty: 11035.075195 Iteration 24Q: 3 clusters Score -1388944 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1388956.500000 Penalty: 11035.075195 Iteration 25Q: 3 clusters Score -1388956 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1388975.375000 Penalty: 11035.075195 Iteration 26Q: 3 clusters Score -1388975 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1388986.625000 Penalty: 11035.075195 Iteration 27Q: 3 clusters Score -1388987 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1389004.625000 Penalty: 11035.075195 Iteration 28Q: 3 clusters Score -1389005 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1389016.250000 Penalty: 11035.075195 Iteration 29Q: 3 clusters Score -1389016 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1389030.000000 Penalty: 11035.075195 Iteration 30Q: 3 clusters Score -1389030 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1389042.750000 Penalty: 11035.075195 Iteration 31Q: 3 clusters Score -1389043 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1389056.500000 Penalty: 11035.075195 Iteration 32Q: 3 clusters Score -1389056 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1389065.000000 Penalty: 11035.075195 Iteration 33Q: 3 clusters Score -1389065 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1389076.250000 Penalty: 11035.075195 Iteration 34Q: 3 clusters Score -1389076 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1389096.625000 Penalty: 11035.075195 Iteration 35Q: 3 clusters Score -1389097 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1389114.000000 Penalty: 11035.075195 Iteration 36Q: 3 clusters Score -1389114 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -1389130.750000 Penalty: 11035.075195 Iteration 37Q: 3 clusters Score -1389131 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1389135.875000 Penalty: 11035.075195 Iteration 38Q: 3 clusters Score -1389136 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1389150.875000 Penalty: 11035.075195 Iteration 39Q: 3 clusters Score -1389151 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1389161.125000 Penalty: 11035.075195 Iteration 40F: 3 clusters Score -1389161 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1389176.875000 Penalty: 11035.075195 Iteration 41Q: 3 clusters Score -1389177 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1389190.750000 Penalty: 11035.075195 Iteration 42Q: 3 clusters Score -1389191 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1389202.000000 Penalty: 11035.075195 Iteration 43Q: 3 clusters Score -1389202 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1389211.750000 Penalty: 11035.075195 Iteration 44Q: 3 clusters Score -1389212 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1389218.500000 Penalty: 11035.075195 Iteration 45Q: 3 clusters Score -1389218 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1389226.500000 Penalty: 11035.075195 Iteration 46Q: 3 clusters Score -1389226 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1389235.375000 Penalty: 11035.075195 Iteration 47Q: 3 clusters Score -1389235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1389235.375000 Penalty: 11035.075195 Iteration 48Q: 3 clusters Score -1389235 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1389243.375000 Penalty: 11035.075195 Iteration 49Q: 3 clusters Score -1389243 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1389246.000000 Penalty: 11035.075195 Iteration 50Q: 3 clusters Score -1389246 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1389248.500000 Penalty: 11035.075195 Iteration 51Q: 3 clusters Score -1389248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1389256.500000 Penalty: 11035.075195 Iteration 52Q: 3 clusters Score -1389256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1389260.500000 Penalty: 11035.075195 Iteration 53Q: 3 clusters Score -1389260 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1389263.625000 Penalty: 11035.075195 Iteration 54Q: 3 clusters Score -1389264 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1389271.625000 Penalty: 11035.075195 Iteration 55Q: 3 clusters Score -1389272 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1389272.750000 Penalty: 11035.075195 Iteration 56Q: 3 clusters Score -1389273 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1389280.875000 Penalty: 11035.075195 Iteration 57Q: 3 clusters Score -1389281 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1389279.750000 Penalty: 11035.075195 Iteration 58Q: 3 clusters Score -1389280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1389283.500000 Penalty: 11035.075195 Iteration 59Q: 3 clusters Score -1389284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1389288.250000 Penalty: 11035.075195 Iteration 60F: 3 clusters Score -1389288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1389290.375000 Penalty: 11035.075195 Iteration 61Q: 3 clusters Score -1389290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1389288.875000 Penalty: 11035.075195 Iteration 62Q: 3 clusters Score -1389289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1389289.375000 Penalty: 11035.075195 Iteration 63Q: 3 clusters Score -1389289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1389290.000000 Penalty: 11035.075195 Iteration 64Q: 3 clusters Score -1389290 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1389296.250000 Penalty: 11035.075195 Iteration 65Q: 3 clusters Score -1389296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1389298.750000 Penalty: 11035.075195 Iteration 66Q: 3 clusters Score -1389299 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1389298.625000 Penalty: 11035.075195 Iteration 67Q: 3 clusters Score -1389299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1389302.500000 Penalty: 11035.075195 Iteration 68Q: 3 clusters Score -1389302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1389300.625000 Penalty: 11035.075195 Iteration 69Q: 3 clusters Score -1389301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1389304.125000 Penalty: 11035.075195 Iteration 70Q: 3 clusters Score -1389304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1389310.250000 Penalty: 11035.075195 Iteration 71Q: 3 clusters Score -1389310 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1389315.250000 Penalty: 11035.075195 Iteration 72Q: 3 clusters Score -1389315 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1389320.000000 Penalty: 11035.075195 Iteration 73Q: 3 clusters Score -1389320 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1389320.625000 Penalty: 11035.075195 Iteration 74Q: 3 clusters Score -1389321 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1389328.375000 Penalty: 11035.075195 Iteration 75Q: 3 clusters Score -1389328 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1389332.125000 Penalty: 11035.075195 Iteration 76Q: 3 clusters Score -1389332 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1389332.250000 Penalty: 11035.075195 Iteration 77Q: 3 clusters Score -1389332 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1389335.750000 Penalty: 11035.075195 Iteration 78Q: 3 clusters Score -1389336 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1389344.375000 Penalty: 11035.075195 Iteration 79Q: 3 clusters Score -1389344 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1389351.000000 Penalty: 11035.075195 Iteration 80F: 3 clusters Score -1389351 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1389350.500000 Penalty: 11035.075195 Iteration 81Q: 3 clusters Score -1389350 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1389358.625000 Penalty: 11035.075195 Iteration 82Q: 3 clusters Score -1389359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1389365.000000 Penalty: 11035.075195 Iteration 83Q: 3 clusters Score -1389365 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1389367.625000 Penalty: 11035.075195 Iteration 84Q: 3 clusters Score -1389368 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -1389370.125000 Penalty: 11035.075195 Iteration 85Q: 3 clusters Score -1389370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1389376.375000 Penalty: 11035.075195 Iteration 86Q: 3 clusters Score -1389376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -1389378.875000 Penalty: 11035.075195 Iteration 87Q: 3 clusters Score -1389379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -1389384.375000 Penalty: 11035.075195 Iteration 88Q: 3 clusters Score -1389384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -1389388.125000 Penalty: 11035.075195 Iteration 89Q: 3 clusters Score -1389388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1389393.750000 Penalty: 11035.075195 Iteration 90Q: 3 clusters Score -1389394 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -1389399.625000 Penalty: 11035.075195 Iteration 91Q: 3 clusters Score -1389400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1389400.375000 Penalty: 11035.075195 Iteration 92Q: 3 clusters Score -1389400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -1389408.250000 Penalty: 11035.075195 Iteration 93Q: 3 clusters Score -1389408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1389412.500000 Penalty: 11035.075195 Iteration 94Q: 3 clusters Score -1389412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1389414.000000 Penalty: 11035.075195 Iteration 95Q: 3 clusters Score -1389414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1389421.500000 Penalty: 11035.075195 Iteration 96Q: 3 clusters Score -1389422 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1389426.625000 Penalty: 11035.075195 Iteration 97Q: 3 clusters Score -1389427 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1389433.125000 Penalty: 11035.075195 Iteration 98Q: 3 clusters Score -1389433 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1389440.375000 Penalty: 11035.075195 Iteration 99Q: 3 clusters Score -1389440 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1389445.125000 Penalty: 11035.075195 Iteration 100F: 3 clusters Score -1389445 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1389453.125000 Penalty: 11035.075195 Iteration 101Q: 3 clusters Score -1389453 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1389464.875000 Penalty: 11035.075195 Iteration 102Q: 3 clusters Score -1389465 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1389467.250000 Penalty: 11035.075195 Iteration 103Q: 3 clusters Score -1389467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1389472.125000 Penalty: 11035.075195 Iteration 104Q: 3 clusters Score -1389472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1389472.875000 Penalty: 11035.075195 Iteration 105Q: 3 clusters Score -1389473 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1389483.125000 Penalty: 11035.075195 Iteration 106Q: 3 clusters Score -1389483 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -1389493.125000 Penalty: 11035.075195 Iteration 107Q: 3 clusters Score -1389493 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1389496.250000 Penalty: 11035.075195 Iteration 108Q: 3 clusters Score -1389496 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1389502.750000 Penalty: 11035.075195 Iteration 109Q: 3 clusters Score -1389503 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1389512.500000 Penalty: 11035.075195 Iteration 110Q: 3 clusters Score -1389512 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1389516.250000 Penalty: 11035.075195 Iteration 111Q: 3 clusters Score -1389516 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1389522.000000 Penalty: 11035.075195 Iteration 112Q: 3 clusters Score -1389522 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1389528.000000 Penalty: 11035.075195 Iteration 113Q: 3 clusters Score -1389528 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1389544.750000 Penalty: 11035.075195 Iteration 114Q: 3 clusters Score -1389545 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1389546.625000 Penalty: 11035.075195 Iteration 115Q: 3 clusters Score -1389547 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1389555.125000 Penalty: 11035.075195 Iteration 116Q: 3 clusters Score -1389555 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1389562.500000 Penalty: 11035.075195 Iteration 117Q: 3 clusters Score -1389562 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1389570.250000 Penalty: 11035.075195 Iteration 118Q: 3 clusters Score -1389570 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1389570.250000 Penalty: 11035.075195 Iteration 119Q: 3 clusters Score -1389570 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1389577.375000 Penalty: 11035.075195 Iteration 120F: 3 clusters Score -1389577 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -1389582.750000 Penalty: 11035.075195 Iteration 121Q: 3 clusters Score -1389583 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1389591.750000 Penalty: 11035.075195 Iteration 122Q: 3 clusters Score -1389592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1389594.500000 Penalty: 11035.075195 Iteration 123Q: 3 clusters Score -1389594 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1389594.875000 Penalty: 11035.075195 Iteration 124Q: 3 clusters Score -1389595 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1389606.625000 Penalty: 11035.075195 Iteration 125Q: 3 clusters Score -1389607 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1389610.125000 Penalty: 11035.075195 Iteration 126Q: 3 clusters Score -1389610 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1389614.375000 Penalty: 11035.075195 Iteration 127Q: 3 clusters Score -1389614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1389616.375000 Penalty: 11035.075195 Iteration 128Q: 3 clusters Score -1389616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1389619.500000 Penalty: 11035.075195 Iteration 129Q: 3 clusters Score -1389620 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1389624.000000 Penalty: 11035.075195 Iteration 130Q: 3 clusters Score -1389624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1389627.250000 Penalty: 11035.075195 Iteration 131Q: 3 clusters Score -1389627 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1389636.250000 Penalty: 11035.075195 Iteration 132Q: 3 clusters Score -1389636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1389644.250000 Penalty: 11035.075195 Iteration 133Q: 3 clusters Score -1389644 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1389649.875000 Penalty: 11035.075195 Iteration 134Q: 3 clusters Score -1389650 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1389663.500000 Penalty: 11035.075195 Iteration 135Q: 3 clusters Score -1389664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1389670.500000 Penalty: 11035.075195 Iteration 136Q: 3 clusters Score -1389670 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1389681.000000 Penalty: 11035.075195 Iteration 137Q: 3 clusters Score -1389681 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1389688.250000 Penalty: 11035.075195 Iteration 138Q: 3 clusters Score -1389688 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1389695.000000 Penalty: 11035.075195 Iteration 139Q: 3 clusters Score -1389695 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1389706.875000 Penalty: 11035.075195 Iteration 140F: 3 clusters Score -1389707 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1389706.000000 Penalty: 11035.075195 Iteration 141Q: 3 clusters Score -1389706 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1389715.000000 Penalty: 11035.075195 Iteration 142Q: 3 clusters Score -1389715 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1389724.250000 Penalty: 11035.075195 Iteration 143Q: 3 clusters Score -1389724 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1389732.875000 Penalty: 11035.075195 Iteration 144Q: 3 clusters Score -1389733 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1389741.625000 Penalty: 11035.075195 Iteration 145Q: 3 clusters Score -1389742 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1389749.000000 Penalty: 11035.075195 Iteration 146Q: 3 clusters Score -1389749 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1389753.250000 Penalty: 11035.075195 Iteration 147Q: 3 clusters Score -1389753 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1389761.625000 Penalty: 11035.075195 Iteration 148Q: 3 clusters Score -1389762 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1389768.500000 Penalty: 11035.075195 Iteration 149Q: 3 clusters Score -1389768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1389777.125000 Penalty: 11035.075195 Iteration 150Q: 3 clusters Score -1389777 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1389783.250000 Penalty: 11035.075195 Iteration 151Q: 3 clusters Score -1389783 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1389787.750000 Penalty: 11035.075195 Iteration 152Q: 3 clusters Score -1389788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1389788.125000 Penalty: 11035.075195 Iteration 153Q: 3 clusters Score -1389788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1389791.750000 Penalty: 11035.075195 Iteration 154Q: 3 clusters Score -1389792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1389793.500000 Penalty: 11035.075195 Iteration 155Q: 3 clusters Score -1389794 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1389794.375000 Penalty: 11035.075195 Iteration 156Q: 3 clusters Score -1389794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1389793.125000 Penalty: 11035.075195 Iteration 157Q: 3 clusters Score -1389793 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1389792.625000 Penalty: 11035.075195 Iteration 158Q: 3 clusters Score -1389793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1389794.375000 Penalty: 11035.075195 Iteration 159Q: 3 clusters Score -1389794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1389797.125000 Penalty: 11035.075195 Iteration 160F: 3 clusters Score -1389797 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1389799.125000 Penalty: 11035.075195 Iteration 161Q: 3 clusters Score -1389799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1389800.125000 Penalty: 11035.075195 Iteration 162Q: 3 clusters Score -1389800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1389800.500000 Penalty: 11035.075195 Iteration 163Q: 3 clusters Score -1389800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1389799.625000 Penalty: 11035.075195 Iteration 164Q: 3 clusters Score -1389800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1389799.750000 Penalty: 11035.075195 Iteration 165Q: 3 clusters Score -1389800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1389798.750000 Penalty: 11035.075195 Iteration 166Q: 3 clusters Score -1389799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1389801.250000 Penalty: 11035.075195 Iteration 167Q: 3 clusters Score -1389801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1389802.750000 Penalty: 11035.075195 Iteration 168Q: 3 clusters Score -1389803 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1389803.250000 Penalty: 11035.075195 Iteration 169Q: 3 clusters Score -1389803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1389804.750000 Penalty: 11035.075195 Iteration 170Q: 3 clusters Score -1389805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1389807.875000 Penalty: 11035.075195 Iteration 171Q: 3 clusters Score -1389808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1389806.000000 Penalty: 11035.075195 Iteration 172Q: 3 clusters Score -1389806 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1389810.625000 Penalty: 11035.075195 Iteration 173Q: 3 clusters Score -1389811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1389812.500000 Penalty: 11035.075195 Iteration 174Q: 3 clusters Score -1389812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1389814.375000 Penalty: 11035.075195 Iteration 175Q: 3 clusters Score -1389814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1389813.625000 Penalty: 11035.075195 Iteration 176Q: 3 clusters Score -1389814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1389813.375000 Penalty: 11035.075195 Iteration 177Q: 3 clusters Score -1389813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -1389812.125000 Penalty: 11035.075195 Iteration 178Q: 3 clusters Score -1389812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1389816.000000 Penalty: 11035.075195 Iteration 179Q: 3 clusters Score -1389816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1389820.000000 Penalty: 11035.075195 Iteration 180F: 3 clusters Score -1389820 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1389823.375000 Penalty: 11035.075195 Iteration 181Q: 3 clusters Score -1389823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1389826.125000 Penalty: 11035.075195 Iteration 182Q: 3 clusters Score -1389826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1389834.750000 Penalty: 11035.075195 Iteration 183Q: 3 clusters Score -1389835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1389836.375000 Penalty: 11035.075195 Iteration 184Q: 3 clusters Score -1389836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1389837.875000 Penalty: 11035.075195 Iteration 185Q: 3 clusters Score -1389838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1389839.500000 Penalty: 11035.075195 Iteration 186Q: 3 clusters Score -1389840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1389839.875000 Penalty: 11035.075195 Iteration 187Q: 3 clusters Score -1389840 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1389843.875000 Penalty: 11035.075195 Iteration 188Q: 3 clusters Score -1389844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1389850.500000 Penalty: 11035.075195 Iteration 189Q: 3 clusters Score -1389850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1389853.875000 Penalty: 11035.075195 Iteration 190Q: 3 clusters Score -1389854 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1389862.000000 Penalty: 11035.075195 Iteration 191Q: 3 clusters Score -1389862 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1389864.500000 Penalty: 11035.075195 Iteration 192Q: 3 clusters Score -1389864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1389864.625000 Penalty: 11035.075195 Iteration 193Q: 3 clusters Score -1389865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1389865.750000 Penalty: 11035.075195 Iteration 194Q: 3 clusters Score -1389866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1389868.500000 Penalty: 11035.075195 Iteration 195Q: 3 clusters Score -1389868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -1389874.250000 Penalty: 11035.075195 Iteration 196Q: 3 clusters Score -1389874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1389873.750000 Penalty: 11035.075195 Iteration 197Q: 3 clusters Score -1389874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1389876.125000 Penalty: 11035.075195 Iteration 198Q: 3 clusters Score -1389876 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1389883.125000 Penalty: 11035.075195 Iteration 199Q: 3 clusters Score -1389883 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1389883.500000 Penalty: 11035.075195 Iteration 200F: 3 clusters Score -1389884 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1389888.750000 Penalty: 11035.075195 Iteration 201Q: 3 clusters Score -1389889 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -1389892.250000 Penalty: 11035.075195 Iteration 202Q: 3 clusters Score -1389892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1389895.125000 Penalty: 11035.075195 Iteration 203Q: 3 clusters Score -1389895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1389894.250000 Penalty: 11035.075195 Iteration 204Q: 3 clusters Score -1389894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1389897.125000 Penalty: 11035.075195 Iteration 205Q: 3 clusters Score -1389897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1389900.875000 Penalty: 11035.075195 Iteration 206Q: 3 clusters Score -1389901 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1389905.000000 Penalty: 11035.075195 Iteration 207Q: 3 clusters Score -1389905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1389911.375000 Penalty: 11035.075195 Iteration 208Q: 3 clusters Score -1389911 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1389907.750000 Penalty: 11035.075195 Iteration 209Q: 3 clusters Score -1389908 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1389917.125000 Penalty: 11035.075195 Iteration 210Q: 3 clusters Score -1389917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1389922.375000 Penalty: 11035.075195 Iteration 211Q: 3 clusters Score -1389922 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -1389925.625000 Penalty: 11035.075195 Iteration 212Q: 3 clusters Score -1389926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1389933.500000 Penalty: 11035.075195 Iteration 213Q: 3 clusters Score -1389934 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1389932.875000 Penalty: 11035.075195 Iteration 214Q: 3 clusters Score -1389933 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1389942.125000 Penalty: 11035.075195 Iteration 215Q: 3 clusters Score -1389942 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1389949.750000 Penalty: 11035.075195 Iteration 216Q: 3 clusters Score -1389950 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1389959.750000 Penalty: 11035.075195 Iteration 217Q: 3 clusters Score -1389960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1389964.000000 Penalty: 11035.075195 Iteration 218Q: 3 clusters Score -1389964 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1389974.625000 Penalty: 11035.075195 Iteration 219Q: 3 clusters Score -1389975 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1389981.750000 Penalty: 11035.075195 Iteration 220F: 3 clusters Score -1389982 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1389991.750000 Penalty: 11035.075195 Iteration 221Q: 3 clusters Score -1389992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1389995.625000 Penalty: 11035.075195 Iteration 222Q: 3 clusters Score -1389996 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1389998.875000 Penalty: 11035.075195 Iteration 223Q: 3 clusters Score -1389999 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1390003.875000 Penalty: 11035.075195 Iteration 224Q: 3 clusters Score -1390004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1390006.625000 Penalty: 11035.075195 Iteration 225Q: 3 clusters Score -1390007 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1390014.000000 Penalty: 11035.075195 Iteration 226Q: 3 clusters Score -1390014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1390021.750000 Penalty: 11035.075195 Iteration 227Q: 3 clusters Score -1390022 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1390028.250000 Penalty: 11035.075195 Iteration 228Q: 3 clusters Score -1390028 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1390039.250000 Penalty: 11035.075195 Iteration 229Q: 3 clusters Score -1390039 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -1390045.375000 Penalty: 11035.075195 Iteration 230Q: 3 clusters Score -1390045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1390057.250000 Penalty: 11035.075195 Iteration 231Q: 3 clusters Score -1390057 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1390061.875000 Penalty: 11035.075195 Iteration 232Q: 3 clusters Score -1390062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1390069.250000 Penalty: 11035.075195 Iteration 233Q: 3 clusters Score -1390069 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -1390077.875000 Penalty: 11035.075195 Iteration 234Q: 3 clusters Score -1390078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1390080.125000 Penalty: 11035.075195 Iteration 235Q: 3 clusters Score -1390080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1390092.750000 Penalty: 11035.075195 Iteration 236Q: 3 clusters Score -1390093 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1390097.000000 Penalty: 11035.075195 Iteration 237Q: 3 clusters Score -1390097 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -1390106.750000 Penalty: 11035.075195 Iteration 238Q: 3 clusters Score -1390107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1390114.250000 Penalty: 11035.075195 Iteration 239Q: 3 clusters Score -1390114 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1390127.500000 Penalty: 11035.075195 Iteration 240F: 3 clusters Score -1390128 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1390132.500000 Penalty: 11035.075195 Iteration 241Q: 3 clusters Score -1390132 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1390139.125000 Penalty: 11035.075195 Iteration 242Q: 3 clusters Score -1390139 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1390143.125000 Penalty: 11035.075195 Iteration 243Q: 3 clusters Score -1390143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1390146.125000 Penalty: 11035.075195 Iteration 244Q: 3 clusters Score -1390146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1390151.625000 Penalty: 11035.075195 Iteration 245Q: 3 clusters Score -1390152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1390153.125000 Penalty: 11035.075195 Iteration 246Q: 3 clusters Score -1390153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1390158.875000 Penalty: 11035.075195 Iteration 247Q: 3 clusters Score -1390159 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1390157.750000 Penalty: 11035.075195 Iteration 248Q: 3 clusters Score -1390158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1390162.375000 Penalty: 11035.075195 Iteration 249Q: 3 clusters Score -1390162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1390163.875000 Penalty: 11035.075195 Iteration 250Q: 3 clusters Score -1390164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1390165.375000 Penalty: 11035.075195 Iteration 251Q: 3 clusters Score -1390165 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1390168.250000 Penalty: 11035.075195 Iteration 252Q: 3 clusters Score -1390168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1390169.875000 Penalty: 11035.075195 Iteration 253Q: 3 clusters Score -1390170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1390175.500000 Penalty: 11035.075195 Iteration 254Q: 3 clusters Score -1390176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1390176.875000 Penalty: 11035.075195 Iteration 255Q: 3 clusters Score -1390177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1390174.875000 Penalty: 11035.075195 Iteration 256Q: 3 clusters Score -1390175 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1390177.750000 Penalty: 11035.075195 Iteration 257Q: 3 clusters Score -1390178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1390177.750000 Penalty: 11035.075195 Iteration 258F: 3 clusters Score -1390178 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (23882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Entering Unmasked Estep Score: -4207841.500000 Penalty: 6174.539062 Iteration 0F: 2 clusters Score -4207842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -4188936.750000 Penalty: 12349.078125 Iteration 0F: 3 clusters Score -4188937 nChanged 9864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -4194172.750000 Penalty: 12349.078125 Iteration 1F: 3 clusters Score -4194173 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11644 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -4194944.000000 Penalty: 12349.078125 Iteration 2F: 3 clusters Score -4194944 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -4195648.500000 Penalty: 12349.078125 Iteration 3F: 3 clusters Score -4195648 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 12450 members Entering Unmasked Estep Score: -4196363.500000 Penalty: 12349.078125 Iteration 4Q: 3 clusters Score -4196364 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -4197117.000000 Penalty: 12349.078125 Iteration 5Q: 3 clusters Score -4197117 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -4197818.000000 Penalty: 12349.078125 Iteration 6Q: 3 clusters Score -4197818 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -4198779.000000 Penalty: 12349.078125 Iteration 7Q: 3 clusters Score -4198779 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -4200100.000000 Penalty: 12349.078125 Iteration 8F: 3 clusters Score -4200100 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13625 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -4202164.500000 Penalty: 12349.078125 Iteration 9F: 3 clusters Score -4202164 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14586 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -4204340.000000 Penalty: 12349.078125 Iteration 10F: 3 clusters Score -4204340 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15469 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -4205833.000000 Penalty: 12349.078125 Iteration 11F: 3 clusters Score -4205833 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16043 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -4206522.000000 Penalty: 12349.078125 Iteration 12Q: 3 clusters Score -4206522 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -4206882.000000 Penalty: 12349.078125 Iteration 13Q: 3 clusters Score -4206882 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -4207065.500000 Penalty: 12349.078125 Iteration 14Q: 3 clusters Score -4207066 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16742 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -4207122.500000 Penalty: 12349.078125 Iteration 15Q: 3 clusters Score -4207122 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16840 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -4207183.500000 Penalty: 12349.078125 Iteration 16Q: 3 clusters Score -4207184 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -4207221.000000 Penalty: 12349.078125 Iteration 17Q: 3 clusters Score -4207221 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -4207238.000000 Penalty: 12349.078125 Iteration 18Q: 3 clusters Score -4207238 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -4207262.500000 Penalty: 12349.078125 Iteration 19Q: 3 clusters Score -4207262 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -4207270.500000 Penalty: 12349.078125 Iteration 20F: 3 clusters Score -4207270 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -4207280.500000 Penalty: 12349.078125 Iteration 21Q: 3 clusters Score -4207280 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -4207277.000000 Penalty: 12349.078125 Iteration 22Q: 3 clusters Score -4207277 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -4207290.500000 Penalty: 12349.078125 Iteration 23Q: 3 clusters Score -4207290 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -4207291.500000 Penalty: 12349.078125 Iteration 24Q: 3 clusters Score -4207292 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17220 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -4207294.000000 Penalty: 12349.078125 Iteration 25Q: 3 clusters Score -4207294 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -4207300.500000 Penalty: 12349.078125 Iteration 26Q: 3 clusters Score -4207300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17245 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -4207293.500000 Penalty: 12349.078125 Iteration 27Q: 3 clusters Score -4207294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17247 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -4207304.000000 Penalty: 12349.078125 Iteration 28Q: 3 clusters Score -4207304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -4207303.500000 Penalty: 12349.078125 Iteration 29Q: 3 clusters Score -4207304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17255 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -4207301.500000 Penalty: 12349.078125 Iteration 30Q: 3 clusters Score -4207302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17258 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -4207309.500000 Penalty: 12349.078125 Iteration 31Q: 3 clusters Score -4207310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17260 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -4207310.500000 Penalty: 12349.078125 Iteration 32Q: 3 clusters Score -4207310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -4207312.500000 Penalty: 12349.078125 Iteration 33Q: 3 clusters Score -4207312 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -4207311.000000 Penalty: 12349.078125 Iteration 34Q: 3 clusters Score -4207311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17268 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -4207301.500000 Penalty: 12349.078125 Iteration 35Q: 3 clusters Score -4207302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17272 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -4207302.000000 Penalty: 12349.078125 Iteration 36Q: 3 clusters Score -4207302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17274 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -4207303.500000 Penalty: 12349.078125 Iteration 37Q: 3 clusters Score -4207304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17274 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -4207303.500000 Penalty: 12349.078125 Iteration 38F: 3 clusters Score -4207304 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -161728.890625 Penalty: 4302.597656 Iteration 0F: 2 clusters Score -161728.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -157820.218750 Penalty: 8605.195312 Iteration 0F: 3 clusters Score -157820.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -158861.000000 Penalty: 8605.195312 Iteration 1F: 3 clusters Score -158861 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -159369.781250 Penalty: 8605.195312 Iteration 2F: 3 clusters Score -159369.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -159714.843750 Penalty: 8605.195312 Iteration 3F: 3 clusters Score -159714.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -159983.218750 Penalty: 8605.195312 Iteration 4Q: 3 clusters Score -159983.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160177.515625 Penalty: 8605.195312 Iteration 5Q: 3 clusters Score -160177.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -160310.734375 Penalty: 8605.195312 Iteration 6Q: 3 clusters Score -160310.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160406.265625 Penalty: 8605.195312 Iteration 7Q: 3 clusters Score -160406.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -160507.203125 Penalty: 8605.195312 Iteration 8Q: 3 clusters Score -160507.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -160534.500000 Penalty: 8605.195312 Iteration 9Q: 3 clusters Score -160534.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -160566.593750 Penalty: 8605.195312 Iteration 10Q: 3 clusters Score -160566.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -160587.000000 Penalty: 8605.195312 Iteration 11Q: 3 clusters Score -160587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -160608.937500 Penalty: 8605.195312 Iteration 12Q: 3 clusters Score -160608.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160623.515625 Penalty: 8605.195312 Iteration 13Q: 3 clusters Score -160623.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160635.484375 Penalty: 8605.195312 Iteration 14Q: 3 clusters Score -160635.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -160637.546875 Penalty: 8605.195312 Iteration 15Q: 3 clusters Score -160637.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -160638.765625 Penalty: 8605.195312 Iteration 16F: 3 clusters Score -160638.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160695.562500 Penalty: 8605.195312 Iteration 17Q: 3 clusters Score -160695.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160698.156250 Penalty: 8605.195312 Iteration 18Q: 3 clusters Score -160698.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160698.156250 Penalty: 8605.195312 Iteration 19F: 3 clusters Score -160698.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (45323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45323 members Entering Unmasked Estep Score: -8054103.000000 Penalty: 6566.961426 Iteration 0F: 2 clusters Score -8054103 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22766 members Mstep: Class 2 contains 22557 members Entering Unmasked Estep Score: -8021478.500000 Penalty: 13133.922852 Iteration 0F: 3 clusters Score -8021478 nChanged 19756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22834 members Mstep: Class 2 contains 22489 members Entering Unmasked Estep Score: -8032055.000000 Penalty: 13133.922852 Iteration 1F: 3 clusters Score -8032055 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22796 members Mstep: Class 2 contains 22527 members Entering Unmasked Estep Score: -8033129.000000 Penalty: 13133.922852 Iteration 2F: 3 clusters Score -8033129 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22661 members Mstep: Class 2 contains 22662 members Entering Unmasked Estep Score: -8034215.000000 Penalty: 13133.922852 Iteration 3F: 3 clusters Score -8034215 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22377 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -8035436.000000 Penalty: 13133.922852 Iteration 4F: 3 clusters Score -8035436 nChanged 2549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 23355 members Entering Unmasked Estep Score: -8037070.000000 Penalty: 13133.922852 Iteration 5F: 3 clusters Score -8037070 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 23861 members Entering Unmasked Estep Score: -8038937.000000 Penalty: 13133.922852 Iteration 6F: 3 clusters Score -8038937 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20960 members Mstep: Class 2 contains 24363 members Entering Unmasked Estep Score: -8040735.500000 Penalty: 13133.922852 Iteration 7F: 3 clusters Score -8040736 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 24815 members Entering Unmasked Estep Score: -8042312.000000 Penalty: 13133.922852 Iteration 8F: 3 clusters Score -8042312 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20228 members Mstep: Class 2 contains 25095 members Entering Unmasked Estep Score: -8043396.500000 Penalty: 13133.922852 Iteration 9Q: 3 clusters Score -8043396 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20119 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -8044058.500000 Penalty: 13133.922852 Iteration 10Q: 3 clusters Score -8044058 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20137 members Mstep: Class 2 contains 25186 members Entering Unmasked Estep Score: -8044420.000000 Penalty: 13133.922852 Iteration 11Q: 3 clusters Score -8044420 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20211 members Mstep: Class 2 contains 25112 members Entering Unmasked Estep Score: -8044661.000000 Penalty: 13133.922852 Iteration 12Q: 3 clusters Score -8044661 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20350 members Mstep: Class 2 contains 24973 members Entering Unmasked Estep Score: -8044779.000000 Penalty: 13133.922852 Iteration 13Q: 3 clusters Score -8044779 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20524 members Mstep: Class 2 contains 24799 members Entering Unmasked Estep Score: -8044815.500000 Penalty: 13133.922852 Iteration 14Q: 3 clusters Score -8044816 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20733 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -8044879.500000 Penalty: 13133.922852 Iteration 15Q: 3 clusters Score -8044880 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20942 members Mstep: Class 2 contains 24381 members Entering Unmasked Estep Score: -8044922.000000 Penalty: 13133.922852 Iteration 16Q: 3 clusters Score -8044922 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21142 members Mstep: Class 2 contains 24181 members Entering Unmasked Estep Score: -8044980.500000 Penalty: 13133.922852 Iteration 17Q: 3 clusters Score -8044980 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -8045021.000000 Penalty: 13133.922852 Iteration 18Q: 3 clusters Score -8045021 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21525 members Mstep: Class 2 contains 23798 members Entering Unmasked Estep Score: -8045058.000000 Penalty: 13133.922852 Iteration 19Q: 3 clusters Score -8045058 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21728 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -8045118.000000 Penalty: 13133.922852 Iteration 20F: 3 clusters Score -8045118 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21940 members Mstep: Class 2 contains 23383 members Entering Unmasked Estep Score: -8045132.500000 Penalty: 13133.922852 Iteration 21Q: 3 clusters Score -8045132 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22163 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -8045151.000000 Penalty: 13133.922852 Iteration 22Q: 3 clusters Score -8045151 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22389 members Mstep: Class 2 contains 22934 members Entering Unmasked Estep Score: -8045184.500000 Penalty: 13133.922852 Iteration 23Q: 3 clusters Score -8045184 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22603 members Mstep: Class 2 contains 22720 members Entering Unmasked Estep Score: -8045232.500000 Penalty: 13133.922852 Iteration 24Q: 3 clusters Score -8045232 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -8045249.500000 Penalty: 13133.922852 Iteration 25Q: 3 clusters Score -8045250 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 22296 members Entering Unmasked Estep Score: -8045324.500000 Penalty: 13133.922852 Iteration 26Q: 3 clusters Score -8045324 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 22092 members Entering Unmasked Estep Score: -8045330.500000 Penalty: 13133.922852 Iteration 27Q: 3 clusters Score -8045330 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23460 members Mstep: Class 2 contains 21863 members Entering Unmasked Estep Score: -8045356.500000 Penalty: 13133.922852 Iteration 28Q: 3 clusters Score -8045356 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23716 members Mstep: Class 2 contains 21607 members Entering Unmasked Estep Score: -8045394.000000 Penalty: 13133.922852 Iteration 29Q: 3 clusters Score -8045394 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23989 members Mstep: Class 2 contains 21334 members Entering Unmasked Estep Score: -8045447.000000 Penalty: 13133.922852 Iteration 30Q: 3 clusters Score -8045447 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24269 members Mstep: Class 2 contains 21054 members Entering Unmasked Estep Score: -8045485.500000 Penalty: 13133.922852 Iteration 31Q: 3 clusters Score -8045486 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24545 members Mstep: Class 2 contains 20778 members Entering Unmasked Estep Score: -8045503.500000 Penalty: 13133.922852 Iteration 32Q: 3 clusters Score -8045504 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24837 members Mstep: Class 2 contains 20486 members Entering Unmasked Estep Score: -8045559.500000 Penalty: 13133.922852 Iteration 33Q: 3 clusters Score -8045560 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25146 members Mstep: Class 2 contains 20177 members Entering Unmasked Estep Score: -8045604.500000 Penalty: 13133.922852 Iteration 34Q: 3 clusters Score -8045604 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25477 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -8045698.000000 Penalty: 13133.922852 Iteration 35Q: 3 clusters Score -8045698 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25873 members Mstep: Class 2 contains 19450 members Entering Unmasked Estep Score: -8045752.000000 Penalty: 13133.922852 Iteration 36Q: 3 clusters Score -8045752 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26258 members Mstep: Class 2 contains 19065 members Entering Unmasked Estep Score: -8045847.000000 Penalty: 13133.922852 Iteration 37Q: 3 clusters Score -8045847 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -8045945.500000 Penalty: 13133.922852 Iteration 38Q: 3 clusters Score -8045946 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -8046038.000000 Penalty: 13133.922852 Iteration 39Q: 3 clusters Score -8046038 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27555 members Mstep: Class 2 contains 17768 members Entering Unmasked Estep Score: -8046108.500000 Penalty: 13133.922852 Iteration 40F: 3 clusters Score -8046108 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27990 members Mstep: Class 2 contains 17333 members Entering Unmasked Estep Score: -8046213.000000 Penalty: 13133.922852 Iteration 41Q: 3 clusters Score -8046213 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28418 members Mstep: Class 2 contains 16905 members Entering Unmasked Estep Score: -8046272.000000 Penalty: 13133.922852 Iteration 42Q: 3 clusters Score -8046272 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28866 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -8046393.500000 Penalty: 13133.922852 Iteration 43Q: 3 clusters Score -8046394 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29296 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -8046450.500000 Penalty: 13133.922852 Iteration 44Q: 3 clusters Score -8046450 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29676 members Mstep: Class 2 contains 15647 members Entering Unmasked Estep Score: -8046519.000000 Penalty: 13133.922852 Iteration 45Q: 3 clusters Score -8046519 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 15289 members Entering Unmasked Estep Score: -8046576.000000 Penalty: 13133.922852 Iteration 46Q: 3 clusters Score -8046576 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30379 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -8046652.500000 Penalty: 13133.922852 Iteration 47Q: 3 clusters Score -8046652 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30735 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -8046764.500000 Penalty: 13133.922852 Iteration 48Q: 3 clusters Score -8046764 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31079 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -8046841.000000 Penalty: 13133.922852 Iteration 49Q: 3 clusters Score -8046841 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31414 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -8046918.000000 Penalty: 13133.922852 Iteration 50Q: 3 clusters Score -8046918 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -8046980.500000 Penalty: 13133.922852 Iteration 51Q: 3 clusters Score -8046980 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32079 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -8047025.000000 Penalty: 13133.922852 Iteration 52Q: 3 clusters Score -8047025 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32365 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -8047119.000000 Penalty: 13133.922852 Iteration 53Q: 3 clusters Score -8047119 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32649 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -8047170.500000 Penalty: 13133.922852 Iteration 54Q: 3 clusters Score -8047170 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32906 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -8047209.500000 Penalty: 13133.922852 Iteration 55Q: 3 clusters Score -8047210 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33176 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -8047278.500000 Penalty: 13133.922852 Iteration 56Q: 3 clusters Score -8047278 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33423 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -8047362.500000 Penalty: 13133.922852 Iteration 57Q: 3 clusters Score -8047362 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33675 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -8047402.500000 Penalty: 13133.922852 Iteration 58Q: 3 clusters Score -8047402 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33937 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -8047442.000000 Penalty: 13133.922852 Iteration 59Q: 3 clusters Score -8047442 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34187 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -8047462.500000 Penalty: 13133.922852 Iteration 60F: 3 clusters Score -8047462 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34449 members Mstep: Class 2 contains 10874 members Entering Unmasked Estep Score: -8047527.000000 Penalty: 13133.922852 Iteration 61Q: 3 clusters Score -8047527 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34695 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -8047606.000000 Penalty: 13133.922852 Iteration 62Q: 3 clusters Score -8047606 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34961 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -8047662.000000 Penalty: 13133.922852 Iteration 63Q: 3 clusters Score -8047662 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35220 members Mstep: Class 2 contains 10103 members Entering Unmasked Estep Score: -8047718.000000 Penalty: 13133.922852 Iteration 64Q: 3 clusters Score -8047718 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35473 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -8047755.000000 Penalty: 13133.922852 Iteration 65Q: 3 clusters Score -8047755 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35717 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -8047806.500000 Penalty: 13133.922852 Iteration 66Q: 3 clusters Score -8047806 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35962 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -8047895.500000 Penalty: 13133.922852 Iteration 67Q: 3 clusters Score -8047896 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36202 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -8047913.500000 Penalty: 13133.922852 Iteration 68Q: 3 clusters Score -8047914 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36424 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -8047955.500000 Penalty: 13133.922852 Iteration 69Q: 3 clusters Score -8047956 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36645 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -8048008.000000 Penalty: 13133.922852 Iteration 70Q: 3 clusters Score -8048008 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36839 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -8048078.500000 Penalty: 13133.922852 Iteration 71Q: 3 clusters Score -8048078 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37025 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -8048123.500000 Penalty: 13133.922852 Iteration 72Q: 3 clusters Score -8048124 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37205 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -8048305.500000 Penalty: 13133.922852 Iteration 77Q: 3 clusters Score -8048306 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38031 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -8048378.500000 Penalty: 13133.922852 Iteration 78Q: 3 clusters Score -8048378 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38171 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -8048409.500000 Penalty: 13133.922852 Iteration 79Q: 3 clusters Score -8048410 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38282 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -8048429.000000 Penalty: 13133.922852 Iteration 80F: 3 clusters Score -8048429 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38385 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -8048450.500000 Penalty: 13133.922852 Iteration 81Q: 3 clusters Score -8048450 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38485 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -8048478.000000 Penalty: 13133.922852 Iteration 82Q: 3 clusters Score -8048478 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38578 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -8048481.000000 Penalty: 13133.922852 Iteration 83Q: 3 clusters Score -8048481 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38656 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -8048511.000000 Penalty: 13133.922852 Iteration 84Q: 3 clusters Score -8048511 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38738 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -8048536.000000 Penalty: 13133.922852 Iteration 85Q: 3 clusters Score -8048536 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38822 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -8048564.500000 Penalty: 13133.922852 Iteration 86Q: 3 clusters Score -8048564 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38905 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -8048584.500000 Penalty: 13133.922852 Iteration 87Q: 3 clusters Score -8048584 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38973 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -8048595.000000 Penalty: 13133.922852 Iteration 88Q: 3 clusters Score -8048595 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39027 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -8048598.000000 Penalty: 13133.922852 Iteration 89Q: 3 clusters Score -8048598 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39075 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -8048607.000000 Penalty: 13133.922852 Iteration 90Q: 3 clusters Score -8048607 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39130 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -8048621.000000 Penalty: 13133.922852 Iteration 91Q: 3 clusters Score -8048621 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39179 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -8048651.500000 Penalty: 13133.922852 Iteration 92Q: 3 clusters Score -8048652 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39236 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -8048653.000000 Penalty: 13133.922852 Iteration 93Q: 3 clusters Score -8048653 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -8048681.500000 Penalty: 13133.922852 Iteration 94Q: 3 clusters Score -8048682 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39339 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -8048691.500000 Penalty: 13133.922852 Iteration 95Q: 3 clusters Score -8048692 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39384 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -8048699.000000 Penalty: 13133.922852 Iteration 96Q: 3 clusters Score -8048699 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39428 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -8048721.500000 Penalty: 13133.922852 Iteration 97Q: 3 clusters Score -8048722 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39458 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -8048715.500000 Penalty: 13133.922852 Iteration 98Q: 3 clusters Score -8048716 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39499 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -8048722.000000 Penalty: 13133.922852 Iteration 99Q: 3 clusters Score -8048722 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39536 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -8048723.000000 Penalty: 13133.922852 Iteration 100F: 3 clusters Score -8048723 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39567 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -8048721.000000 Penalty: 13133.922852 Iteration 101Q: 3 clusters Score -8048721 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39603 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -8048744.500000 Penalty: 13133.922852 Iteration 102Q: 3 clusters Score -8048744 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39643 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -8048746.000000 Penalty: 13133.922852 Iteration 103Q: 3 clusters Score -8048746 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39678 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -8048755.500000 Penalty: 13133.922852 Iteration 104Q: 3 clusters Score -8048756 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39704 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -8048763.000000 Penalty: 13133.922852 Iteration 105Q: 3 clusters Score -8048763 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39729 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -8048776.000000 Penalty: 13133.922852 Iteration 106Q: 3 clusters Score -8048776 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39754 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -8048766.000000 Penalty: 13133.922852 Iteration 107Q: 3 clusters Score -8048766 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39772 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -8048776.000000 Penalty: 13133.922852 Iteration 108Q: 3 clusters Score -8048776 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39799 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -8048783.000000 Penalty: 13133.922852 Iteration 109Q: 3 clusters Score -8048783 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39824 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -8048790.000000 Penalty: 13133.922852 Iteration 110Q: 3 clusters Score -8048790 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39848 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -8048808.000000 Penalty: 13133.922852 Iteration 111Q: 3 clusters Score -8048808 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39877 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -8048804.000000 Penalty: 13133.922852 Iteration 112Q: 3 clusters Score -8048804 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39901 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -8048825.000000 Penalty: 13133.922852 Iteration 113Q: 3 clusters Score -8048825 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39937 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -8048823.500000 Penalty: 13133.922852 Iteration 114Q: 3 clusters Score -8048824 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39967 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -8048813.500000 Penalty: 13133.922852 Iteration 115Q: 3 clusters Score -8048814 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39999 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -8048819.500000 Penalty: 13133.922852 Iteration 116Q: 3 clusters Score -8048820 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40022 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -8048821.000000 Penalty: 13133.922852 Iteration 117Q: 3 clusters Score -8048821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40038 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -8048828.000000 Penalty: 13133.922852 Iteration 118Q: 3 clusters Score -8048828 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40056 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -8048840.000000 Penalty: 13133.922852 Iteration 119Q: 3 clusters Score -8048840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40067 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -8048852.000000 Penalty: 13133.922852 Iteration 120F: 3 clusters Score -8048852 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40080 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -8048863.000000 Penalty: 13133.922852 Iteration 121Q: 3 clusters Score -8048863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40091 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -8048852.500000 Penalty: 13133.922852 Iteration 122Q: 3 clusters Score -8048852 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40107 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -8048857.500000 Penalty: 13133.922852 Iteration 123Q: 3 clusters Score -8048858 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40119 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -8048858.000000 Penalty: 13133.922852 Iteration 124Q: 3 clusters Score -8048858 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40133 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -8048869.000000 Penalty: 13133.922852 Iteration 125Q: 3 clusters Score -8048869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40140 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -8048875.500000 Penalty: 13133.922852 Iteration 126Q: 3 clusters Score -8048876 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40147 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -8048872.500000 Penalty: 13133.922852 Iteration 127Q: 3 clusters Score -8048872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40152 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -8048872.000000 Penalty: 13133.922852 Iteration 128Q: 3 clusters Score -8048872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40156 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -8048872.000000 Penalty: 13133.922852 Iteration 129Q: 3 clusters Score -8048872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40163 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -8048866.500000 Penalty: 13133.922852 Iteration 130Q: 3 clusters Score -8048866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40167 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -8048865.500000 Penalty: 13133.922852 Iteration 131Q: 3 clusters Score -8048866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40170 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -8048864.000000 Penalty: 13133.922852 Iteration 132Q: 3 clusters Score -8048864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40175 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -8048876.500000 Penalty: 13133.922852 Iteration 133Q: 3 clusters Score -8048876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40183 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -8048886.000000 Penalty: 13133.922852 Iteration 134Q: 3 clusters Score -8048886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40190 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -8048891.000000 Penalty: 13133.922852 Iteration 135Q: 3 clusters Score -8048891 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40199 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -8048888.500000 Penalty: 13133.922852 Iteration 136Q: 3 clusters Score -8048888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40205 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -8048885.500000 Penalty: 13133.922852 Iteration 137Q: 3 clusters Score -8048886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40210 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -8048888.500000 Penalty: 13133.922852 Iteration 138Q: 3 clusters Score -8048888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40213 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -8048891.000000 Penalty: 13133.922852 Iteration 139Q: 3 clusters Score -8048891 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40217 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -8048888.000000 Penalty: 13133.922852 Iteration 140F: 3 clusters Score -8048888 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40226 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -8048885.500000 Penalty: 13133.922852 Iteration 141Q: 3 clusters Score -8048886 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40234 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -8048886.500000 Penalty: 13133.922852 Iteration 142Q: 3 clusters Score -8048886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40243 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -8048895.500000 Penalty: 13133.922852 Iteration 143Q: 3 clusters Score -8048896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40259 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -8048902.500000 Penalty: 13133.922852 Iteration 144Q: 3 clusters Score -8048902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40266 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -8048894.500000 Penalty: 13133.922852 Iteration 145Q: 3 clusters Score -8048894 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40275 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -8048912.500000 Penalty: 13133.922852 Iteration 146Q: 3 clusters Score -8048912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40280 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -8048896.500000 Penalty: 13133.922852 Iteration 147Q: 3 clusters Score -8048896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40287 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -8048904.000000 Penalty: 13133.922852 Iteration 148Q: 3 clusters Score -8048904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40294 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -8048897.000000 Penalty: 13133.922852 Iteration 149Q: 3 clusters Score -8048897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40301 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -8048900.500000 Penalty: 13133.922852 Iteration 150Q: 3 clusters Score -8048900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40303 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -8048905.000000 Penalty: 13133.922852 Iteration 151Q: 3 clusters Score -8048905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40306 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -8048899.000000 Penalty: 13133.922852 Iteration 152Q: 3 clusters Score -8048899 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40310 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -8048899.000000 Penalty: 13133.922852 Iteration 153Q: 3 clusters Score -8048899 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40318 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -8048895.000000 Penalty: 13133.922852 Iteration 154Q: 3 clusters Score -8048895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40323 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -8048902.000000 Penalty: 13133.922852 Iteration 155Q: 3 clusters Score -8048902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40329 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -8048911.000000 Penalty: 13133.922852 Iteration 156Q: 3 clusters Score -8048911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40332 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -8048910.000000 Penalty: 13133.922852 Iteration 157Q: 3 clusters Score -8048910 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40337 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -8048919.000000 Penalty: 13133.922852 Iteration 158Q: 3 clusters Score -8048919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40342 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -8048906.500000 Penalty: 13133.922852 Iteration 159Q: 3 clusters Score -8048906 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40347 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -8048908.500000 Penalty: 13133.922852 Iteration 160F: 3 clusters Score -8048908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40350 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -8048915.500000 Penalty: 13133.922852 Iteration 161Q: 3 clusters Score -8048916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40355 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -8048910.000000 Penalty: 13133.922852 Iteration 162Q: 3 clusters Score -8048910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40358 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -8048920.500000 Penalty: 13133.922852 Iteration 163Q: 3 clusters Score -8048920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40365 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -8048928.000000 Penalty: 13133.922852 Iteration 164Q: 3 clusters Score -8048928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40373 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -8048931.000000 Penalty: 13133.922852 Iteration 165Q: 3 clusters Score -8048931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40381 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -8048916.500000 Penalty: 13133.922852 Iteration 166Q: 3 clusters Score -8048916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40385 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -8048915.000000 Penalty: 13133.922852 Iteration 167Q: 3 clusters Score -8048915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -8048919.500000 Penalty: 13133.922852 Iteration 168Q: 3 clusters Score -8048920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40389 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -8048919.500000 Penalty: 13133.922852 Iteration 169Q: 3 clusters Score -8048920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40390 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -8048921.000000 Penalty: 13133.922852 Iteration 170Q: 3 clusters Score -8048921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40391 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -8048925.500000 Penalty: 13133.922852 Iteration 171Q: 3 clusters Score -8048926 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40391 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -8048925.500000 Penalty: 13133.922852 Iteration 172F: 3 clusters Score -8048926 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (13608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Entering Unmasked Estep Score: -2383382.000000 Penalty: 5830.028320 Iteration 0F: 2 clusters Score -2383382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2370855.000000 Penalty: 11660.056641 Iteration 0F: 3 clusters Score -2370855 nChanged 5222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -2373782.750000 Penalty: 11660.056641 Iteration 1F: 3 clusters Score -2373783 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -2374430.000000 Penalty: 11660.056641 Iteration 2F: 3 clusters Score -2374430 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -2374884.500000 Penalty: 11660.056641 Iteration 3F: 3 clusters Score -2374884 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -2375234.750000 Penalty: 11660.056641 Iteration 4Q: 3 clusters Score -2375235 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -2375549.500000 Penalty: 11660.056641 Iteration 5Q: 3 clusters Score -2375550 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -2375866.000000 Penalty: 11660.056641 Iteration 6Q: 3 clusters Score -2375866 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -2376172.500000 Penalty: 11660.056641 Iteration 7Q: 3 clusters Score -2376172 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -2376487.000000 Penalty: 11660.056641 Iteration 8Q: 3 clusters Score -2376487 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -2376814.500000 Penalty: 11660.056641 Iteration 9Q: 3 clusters Score -2376814 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -2377201.750000 Penalty: 11660.056641 Iteration 10Q: 3 clusters Score -2377202 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -2377712.250000 Penalty: 11660.056641 Iteration 11Q: 3 clusters Score -2377712 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -2378502.500000 Penalty: 11660.056641 Iteration 12Q: 3 clusters Score -2378502 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -2379957.500000 Penalty: 11660.056641 Iteration 13F: 3 clusters Score -2379958 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -2382298.500000 Penalty: 11660.056641 Iteration 14F: 3 clusters Score -2382298 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -2384075.250000 Penalty: 11660.056641 Iteration 15F: 3 clusters Score -2384075 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6998 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -2385121.000000 Penalty: 11660.056641 Iteration 16Q: 3 clusters Score -2385121 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -2385603.750000 Penalty: 11660.056641 Iteration 17Q: 3 clusters Score -2385604 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -2385791.000000 Penalty: 11660.056641 Iteration 18Q: 3 clusters Score -2385791 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -2385857.000000 Penalty: 11660.056641 Iteration 19Q: 3 clusters Score -2385857 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -2385886.250000 Penalty: 11660.056641 Iteration 20F: 3 clusters Score -2385886 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -2385904.500000 Penalty: 11660.056641 Iteration 21Q: 3 clusters Score -2385904 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -2385912.250000 Penalty: 11660.056641 Iteration 22Q: 3 clusters Score -2385912 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -2385918.000000 Penalty: 11660.056641 Iteration 23Q: 3 clusters Score -2385918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -2385917.500000 Penalty: 11660.056641 Iteration 24Q: 3 clusters Score -2385918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2385917.500000 Penalty: 11660.056641 Iteration 25Q: 3 clusters Score -2385918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -2385920.750000 Penalty: 11660.056641 Iteration 26Q: 3 clusters Score -2385921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -2385920.750000 Penalty: 11660.056641 Iteration 27F: 3 clusters Score -2385921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 7202 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6406 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70955632.000000 Penalty: 134526.734375 Splitting cluster 14 changes total score from -70955448.000000 to -70955632.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 15 (24240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24240 members Entering Unmasked Estep Score: -4190143.500000 Penalty: 6183.652832 Iteration 0F: 2 clusters Score -4190144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -4170847.250000 Penalty: 12367.305664 Iteration 0F: 3 clusters Score -4170847 nChanged 10069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -4176220.000000 Penalty: 12367.305664 Iteration 1F: 3 clusters Score -4176220 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -4176973.500000 Penalty: 12367.305664 Iteration 2F: 3 clusters Score -4176974 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -4177514.250000 Penalty: 12367.305664 Iteration 3F: 3 clusters Score -4177514 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -4178052.000000 Penalty: 12367.305664 Iteration 4Q: 3 clusters Score -4178052 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -4178675.250000 Penalty: 12367.305664 Iteration 5Q: 3 clusters Score -4178675 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -4179523.250000 Penalty: 12367.305664 Iteration 6Q: 3 clusters Score -4179523 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13950 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -4180658.750000 Penalty: 12367.305664 Iteration 7F: 3 clusters Score -4180659 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14844 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -4181965.250000 Penalty: 12367.305664 Iteration 8F: 3 clusters Score -4181965 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15884 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -4183256.000000 Penalty: 12367.305664 Iteration 9F: 3 clusters Score -4183256 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17002 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -4184497.750000 Penalty: 12367.305664 Iteration 10F: 3 clusters Score -4184498 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18037 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -4185446.250000 Penalty: 12367.305664 Iteration 11F: 3 clusters Score -4185446 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -4186179.000000 Penalty: 12367.305664 Iteration 12Q: 3 clusters Score -4186179 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19633 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -4186701.750000 Penalty: 12367.305664 Iteration 13Q: 3 clusters Score -4186702 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -4187090.500000 Penalty: 12367.305664 Iteration 14Q: 3 clusters Score -4187090 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20589 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -4187392.750000 Penalty: 12367.305664 Iteration 15Q: 3 clusters Score -4187393 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20941 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -4187667.000000 Penalty: 12367.305664 Iteration 16Q: 3 clusters Score -4187667 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21208 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -4187824.500000 Penalty: 12367.305664 Iteration 17Q: 3 clusters Score -4187824 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21386 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -4187909.250000 Penalty: 12367.305664 Iteration 18Q: 3 clusters Score -4187909 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21538 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -4188028.750000 Penalty: 12367.305664 Iteration 19Q: 3 clusters Score -4188029 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -4188070.250000 Penalty: 12367.305664 Iteration 20F: 3 clusters Score -4188070 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21718 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -4188102.500000 Penalty: 12367.305664 Iteration 21Q: 3 clusters Score -4188102 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21773 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -4188127.000000 Penalty: 12367.305664 Iteration 22Q: 3 clusters Score -4188127 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -4188147.000000 Penalty: 12367.305664 Iteration 23Q: 3 clusters Score -4188147 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21856 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -4188167.750000 Penalty: 12367.305664 Iteration 24Q: 3 clusters Score -4188168 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21887 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -4188174.250000 Penalty: 12367.305664 Iteration 25Q: 3 clusters Score -4188174 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21905 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -4188182.000000 Penalty: 12367.305664 Iteration 26Q: 3 clusters Score -4188182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -4188194.250000 Penalty: 12367.305664 Iteration 27Q: 3 clusters Score -4188194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -4188201.750000 Penalty: 12367.305664 Iteration 28Q: 3 clusters Score -4188202 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21947 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -4188201.250000 Penalty: 12367.305664 Iteration 29Q: 3 clusters Score -4188201 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21954 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -4188206.000000 Penalty: 12367.305664 Iteration 30Q: 3 clusters Score -4188206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21963 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -4188208.250000 Penalty: 12367.305664 Iteration 31Q: 3 clusters Score -4188208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21971 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -4188209.000000 Penalty: 12367.305664 Iteration 32Q: 3 clusters Score -4188209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21976 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -4188208.000000 Penalty: 12367.305664 Iteration 33Q: 3 clusters Score -4188208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21982 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -4188209.000000 Penalty: 12367.305664 Iteration 34Q: 3 clusters Score -4188209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21985 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -4188207.500000 Penalty: 12367.305664 Iteration 35Q: 3 clusters Score -4188208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21986 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -4188201.500000 Penalty: 12367.305664 Iteration 36Q: 3 clusters Score -4188202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -4188201.250000 Penalty: 12367.305664 Iteration 37Q: 3 clusters Score -4188201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -4188201.250000 Penalty: 12367.305664 Iteration 38F: 3 clusters Score -4188201 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Entering Unmasked Estep Score: -1542839.375000 Penalty: 5590.128906 Iteration 0F: 2 clusters Score -1542839 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1533023.000000 Penalty: 11180.257812 Iteration 0F: 3 clusters Score -1533023 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1535122.625000 Penalty: 11180.257812 Iteration 1F: 3 clusters Score -1535123 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1535688.250000 Penalty: 11180.257812 Iteration 2F: 3 clusters Score -1535688 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1536100.125000 Penalty: 11180.257812 Iteration 3F: 3 clusters Score -1536100 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -1536418.125000 Penalty: 11180.257812 Iteration 4Q: 3 clusters Score -1536418 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1536682.875000 Penalty: 11180.257812 Iteration 5Q: 3 clusters Score -1536683 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1536901.625000 Penalty: 11180.257812 Iteration 6Q: 3 clusters Score -1536902 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1537133.625000 Penalty: 11180.257812 Iteration 7Q: 3 clusters Score -1537134 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1537402.250000 Penalty: 11180.257812 Iteration 8Q: 3 clusters Score -1537402 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1537634.250000 Penalty: 11180.257812 Iteration 9Q: 3 clusters Score -1537634 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1537834.375000 Penalty: 11180.257812 Iteration 10Q: 3 clusters Score -1537834 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1538011.125000 Penalty: 11180.257812 Iteration 11Q: 3 clusters Score -1538011 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1538172.375000 Penalty: 11180.257812 Iteration 12Q: 3 clusters Score -1538172 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1538326.750000 Penalty: 11180.257812 Iteration 13Q: 3 clusters Score -1538327 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -1538463.000000 Penalty: 11180.257812 Iteration 14Q: 3 clusters Score -1538463 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -1538582.750000 Penalty: 11180.257812 Iteration 15Q: 3 clusters Score -1538583 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -1538702.125000 Penalty: 11180.257812 Iteration 16Q: 3 clusters Score -1538702 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -1538823.375000 Penalty: 11180.257812 Iteration 17Q: 3 clusters Score -1538823 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -1538937.625000 Penalty: 11180.257812 Iteration 18Q: 3 clusters Score -1538938 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -1539045.250000 Penalty: 11180.257812 Iteration 19Q: 3 clusters Score -1539045 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -1539168.500000 Penalty: 11180.257812 Iteration 20F: 3 clusters Score -1539168 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1539312.250000 Penalty: 11180.257812 Iteration 21Q: 3 clusters Score -1539312 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -1539437.500000 Penalty: 11180.257812 Iteration 22Q: 3 clusters Score -1539438 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1539512.750000 Penalty: 11180.257812 Iteration 23Q: 3 clusters Score -1539513 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1539560.750000 Penalty: 11180.257812 Iteration 24Q: 3 clusters Score -1539561 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -1539597.500000 Penalty: 11180.257812 Iteration 25Q: 3 clusters Score -1539598 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1539618.125000 Penalty: 11180.257812 Iteration 26Q: 3 clusters Score -1539618 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1539631.625000 Penalty: 11180.257812 Iteration 27Q: 3 clusters Score -1539632 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1539652.500000 Penalty: 11180.257812 Iteration 28Q: 3 clusters Score -1539652 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1539668.625000 Penalty: 11180.257812 Iteration 29Q: 3 clusters Score -1539669 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1539683.375000 Penalty: 11180.257812 Iteration 30Q: 3 clusters Score -1539683 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1539697.625000 Penalty: 11180.257812 Iteration 31Q: 3 clusters Score -1539698 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1539711.125000 Penalty: 11180.257812 Iteration 32Q: 3 clusters Score -1539711 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1539718.000000 Penalty: 11180.257812 Iteration 33Q: 3 clusters Score -1539718 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -1539732.625000 Penalty: 11180.257812 Iteration 34Q: 3 clusters Score -1539733 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -1539739.625000 Penalty: 11180.257812 Iteration 35Q: 3 clusters Score -1539740 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1539747.750000 Penalty: 11180.257812 Iteration 36Q: 3 clusters Score -1539748 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -1539754.625000 Penalty: 11180.257812 Iteration 37Q: 3 clusters Score -1539755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -1539752.500000 Penalty: 11180.257812 Iteration 38Q: 3 clusters Score -1539752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1539753.000000 Penalty: 11180.257812 Iteration 39Q: 3 clusters Score -1539753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1539757.000000 Penalty: 11180.257812 Iteration 40F: 3 clusters Score -1539757 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -1539756.125000 Penalty: 11180.257812 Iteration 41Q: 3 clusters Score -1539756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -1539755.625000 Penalty: 11180.257812 Iteration 42Q: 3 clusters Score -1539756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1539759.000000 Penalty: 11180.257812 Iteration 43Q: 3 clusters Score -1539759 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -1539761.500000 Penalty: 11180.257812 Iteration 44Q: 3 clusters Score -1539762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -1539764.625000 Penalty: 11180.257812 Iteration 45Q: 3 clusters Score -1539765 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -1539767.250000 Penalty: 11180.257812 Iteration 46Q: 3 clusters Score -1539767 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1539769.875000 Penalty: 11180.257812 Iteration 47Q: 3 clusters Score -1539770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -1539771.000000 Penalty: 11180.257812 Iteration 48Q: 3 clusters Score -1539771 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1539777.125000 Penalty: 11180.257812 Iteration 49Q: 3 clusters Score -1539777 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1539778.625000 Penalty: 11180.257812 Iteration 50Q: 3 clusters Score -1539779 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1539780.625000 Penalty: 11180.257812 Iteration 51Q: 3 clusters Score -1539781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1539783.625000 Penalty: 11180.257812 Iteration 52Q: 3 clusters Score -1539784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1539786.750000 Penalty: 11180.257812 Iteration 53Q: 3 clusters Score -1539787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1539786.750000 Penalty: 11180.257812 Iteration 54Q: 3 clusters Score -1539787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1539791.125000 Penalty: 11180.257812 Iteration 55Q: 3 clusters Score -1539791 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1539792.375000 Penalty: 11180.257812 Iteration 56Q: 3 clusters Score -1539792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1539793.375000 Penalty: 11180.257812 Iteration 57Q: 3 clusters Score -1539793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1539793.375000 Penalty: 11180.257812 Iteration 58F: 3 clusters Score -1539793 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -175781.578125 Penalty: 4335.484375 Iteration 0F: 2 clusters Score -175781.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -171628.312500 Penalty: 8670.968750 Iteration 0F: 3 clusters Score -171628.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -172456.312500 Penalty: 8670.968750 Iteration 1F: 3 clusters Score -172456.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -173094.171875 Penalty: 8670.968750 Iteration 2F: 3 clusters Score -173094.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -173529.718750 Penalty: 8670.968750 Iteration 3F: 3 clusters Score -173529.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -173981.500000 Penalty: 8670.968750 Iteration 4F: 3 clusters Score -173981.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -174327.734375 Penalty: 8670.968750 Iteration 5Q: 3 clusters Score -174327.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -174535.375000 Penalty: 8670.968750 Iteration 6Q: 3 clusters Score -174535.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -174660.000000 Penalty: 8670.968750 Iteration 7Q: 3 clusters Score -174660 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -174703.718750 Penalty: 8670.968750 Iteration 8Q: 3 clusters Score -174703.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -174728.812500 Penalty: 8670.968750 Iteration 9Q: 3 clusters Score -174728.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -174742.812500 Penalty: 8670.968750 Iteration 10Q: 3 clusters Score -174742.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -174743.984375 Penalty: 8670.968750 Iteration 11Q: 3 clusters Score -174744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -174743.984375 Penalty: 8670.968750 Iteration 12F: 3 clusters Score -174744 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Entering Unmasked Estep Score: -393076.062500 Penalty: 4742.752930 Iteration 0F: 2 clusters Score -393076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -388056.500000 Penalty: 9485.505859 Iteration 0F: 3 clusters Score -388056.5 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -389203.218750 Penalty: 9485.505859 Iteration 1F: 3 clusters Score -389203.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -389965.062500 Penalty: 9485.505859 Iteration 2F: 3 clusters Score -389965.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -391004.781250 Penalty: 9485.505859 Iteration 3F: 3 clusters Score -391004.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -392829.843750 Penalty: 9485.505859 Iteration 4F: 3 clusters Score -392829.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -394003.968750 Penalty: 9485.505859 Iteration 5F: 3 clusters Score -394004 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -394681.968750 Penalty: 9485.505859 Iteration 6Q: 3 clusters Score -394682 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -395213.812500 Penalty: 9485.505859 Iteration 7Q: 3 clusters Score -395213.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -395488.718750 Penalty: 9485.505859 Iteration 8Q: 3 clusters Score -395488.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -395542.375000 Penalty: 9485.505859 Iteration 9Q: 3 clusters Score -395542.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -395575.843750 Penalty: 9485.505859 Iteration 10Q: 3 clusters Score -395575.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -395589.406250 Penalty: 9485.505859 Iteration 11Q: 3 clusters Score -395589.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -395592.656250 Penalty: 9485.505859 Iteration 12Q: 3 clusters Score -395592.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -395592.656250 Penalty: 9485.505859 Iteration 13F: 3 clusters Score -395592.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 1961 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6406 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 345 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70955080.000000 Penalty: 142440.078125 Splitting cluster 19 changes total score from -70955448.000000 to -70955080.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Entering Unmasked Estep Score: -227308.609375 Penalty: 4471.953125 Iteration 0F: 2 clusters Score -227308.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -222800.796875 Penalty: 8943.906250 Iteration 0F: 3 clusters Score -222800.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -223358.312500 Penalty: 8943.906250 Iteration 1F: 3 clusters Score -223358.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -223695.078125 Penalty: 8943.906250 Iteration 2F: 3 clusters Score -223695.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -224196.578125 Penalty: 8943.906250 Iteration 3Q: 3 clusters Score -224196.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -224434.328125 Penalty: 8943.906250 Iteration 4Q: 3 clusters Score -224434.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -224770.593750 Penalty: 8943.906250 Iteration 5Q: 3 clusters Score -224770.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -225059.812500 Penalty: 8943.906250 Iteration 6Q: 3 clusters Score -225059.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -225545.781250 Penalty: 8943.906250 Iteration 7Q: 3 clusters Score -225545.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -226019.609375 Penalty: 8943.906250 Iteration 8F: 3 clusters Score -226019.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -226353.281250 Penalty: 8943.906250 Iteration 9F: 3 clusters Score -226353.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -226582.421875 Penalty: 8943.906250 Iteration 10Q: 3 clusters Score -226582.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -226868.296875 Penalty: 8943.906250 Iteration 11Q: 3 clusters Score -226868.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -227118.546875 Penalty: 8943.906250 Iteration 12Q: 3 clusters Score -227118.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -227256.796875 Penalty: 8943.906250 Iteration 13Q: 3 clusters Score -227256.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -227309.265625 Penalty: 8943.906250 Iteration 14Q: 3 clusters Score -227309.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -227339.765625 Penalty: 8943.906250 Iteration 15Q: 3 clusters Score -227339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -227367.375000 Penalty: 8943.906250 Iteration 16Q: 3 clusters Score -227367.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -227406.765625 Penalty: 8943.906250 Iteration 17Q: 3 clusters Score -227406.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -227416.171875 Penalty: 8943.906250 Iteration 18Q: 3 clusters Score -227416.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -227418.250000 Penalty: 8943.906250 Iteration 19Q: 3 clusters Score -227418.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -227418.250000 Penalty: 8943.906250 Iteration 20F: 3 clusters Score -227418.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 272 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6406 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1210 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70952272.000000 Penalty: 142440.078125 Splitting cluster 20 changes total score from -70955448.000000 to -70952272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (6112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Entering Unmasked Estep Score: -1010452.062500 Penalty: 5339.780273 Iteration 0F: 2 clusters Score -1010452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1002828.625000 Penalty: 10679.560547 Iteration 0F: 3 clusters Score -1002829 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1004515.187500 Penalty: 10679.560547 Iteration 1F: 3 clusters Score -1004515 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1005049.125000 Penalty: 10679.560547 Iteration 2F: 3 clusters Score -1005049 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1005524.125000 Penalty: 10679.560547 Iteration 3F: 3 clusters Score -1005524 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1005966.375000 Penalty: 10679.560547 Iteration 4F: 3 clusters Score -1005966 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1006232.937500 Penalty: 10679.560547 Iteration 5Q: 3 clusters Score -1006233 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1006380.000000 Penalty: 10679.560547 Iteration 6Q: 3 clusters Score -1006380 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1006490.875000 Penalty: 10679.560547 Iteration 7Q: 3 clusters Score -1006491 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1006599.937500 Penalty: 10679.560547 Iteration 8Q: 3 clusters Score -1006600 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1006704.562500 Penalty: 10679.560547 Iteration 9Q: 3 clusters Score -1006705 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1006804.062500 Penalty: 10679.560547 Iteration 10Q: 3 clusters Score -1006804 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1006904.000000 Penalty: 10679.560547 Iteration 11Q: 3 clusters Score -1006904 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1007021.000000 Penalty: 10679.560547 Iteration 12Q: 3 clusters Score -1007021 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1007146.687500 Penalty: 10679.560547 Iteration 13Q: 3 clusters Score -1007147 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1007303.875000 Penalty: 10679.560547 Iteration 14Q: 3 clusters Score -1007304 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1007443.437500 Penalty: 10679.560547 Iteration 15Q: 3 clusters Score -1007443 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1007543.875000 Penalty: 10679.560547 Iteration 16Q: 3 clusters Score -1007544 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1007625.687500 Penalty: 10679.560547 Iteration 17Q: 3 clusters Score -1007626 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1007687.250000 Penalty: 10679.560547 Iteration 18Q: 3 clusters Score -1007687 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -1007737.625000 Penalty: 10679.560547 Iteration 19Q: 3 clusters Score -1007738 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1007776.562500 Penalty: 10679.560547 Iteration 20F: 3 clusters Score -1007777 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1007807.437500 Penalty: 10679.560547 Iteration 21Q: 3 clusters Score -1007807 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1007833.875000 Penalty: 10679.560547 Iteration 22Q: 3 clusters Score -1007834 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1007870.062500 Penalty: 10679.560547 Iteration 23Q: 3 clusters Score -1007870 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -1007895.250000 Penalty: 10679.560547 Iteration 24Q: 3 clusters Score -1007895 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1007907.937500 Penalty: 10679.560547 Iteration 25Q: 3 clusters Score -1007908 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1007912.375000 Penalty: 10679.560547 Iteration 26Q: 3 clusters Score -1007912 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1007921.250000 Penalty: 10679.560547 Iteration 27Q: 3 clusters Score -1007921 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1007930.875000 Penalty: 10679.560547 Iteration 28Q: 3 clusters Score -1007931 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1007937.250000 Penalty: 10679.560547 Iteration 29Q: 3 clusters Score -1007937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1007942.562500 Penalty: 10679.560547 Iteration 30Q: 3 clusters Score -1007943 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1007946.312500 Penalty: 10679.560547 Iteration 31Q: 3 clusters Score -1007946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1007952.562500 Penalty: 10679.560547 Iteration 32Q: 3 clusters Score -1007953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1007952.062500 Penalty: 10679.560547 Iteration 33Q: 3 clusters Score -1007952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1007952.875000 Penalty: 10679.560547 Iteration 34Q: 3 clusters Score -1007953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1007957.937500 Penalty: 10679.560547 Iteration 35Q: 3 clusters Score -1007958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1007955.937500 Penalty: 10679.560547 Iteration 36Q: 3 clusters Score -1007956 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1007955.937500 Penalty: 10679.560547 Iteration 37F: 3 clusters Score -1007956 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -203876.890625 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -203876.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -199658.828125 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -199658.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -200560.609375 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -200560.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -201011.406250 Penalty: 8785.279297 Iteration 2F: 3 clusters Score -201011.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -201435.984375 Penalty: 8785.279297 Iteration 3F: 3 clusters Score -201436 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -201641.953125 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -201642 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -201791.046875 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -201791 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -201937.250000 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -201937.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -202042.171875 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -202042.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -202147.953125 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -202148 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -202193.125000 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -202193.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -202224.734375 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -202224.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -202258.328125 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -202258.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -202286.281250 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -202286.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -202304.968750 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -202305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -202317.953125 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -202318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -202325.500000 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -202325.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -202330.140625 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -202330.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -202337.531250 Penalty: 8785.279297 Iteration 17Q: 3 clusters Score -202337.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -202349.500000 Penalty: 8785.279297 Iteration 18Q: 3 clusters Score -202349.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -202354.921875 Penalty: 8785.279297 Iteration 19Q: 3 clusters Score -202354.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -202363.437500 Penalty: 8785.279297 Iteration 20F: 3 clusters Score -202363.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145734 members Mstep: Class 5 contains 97216 members Mstep: Class 6 contains 14665 members Mstep: Class 9 contains 8170 members Mstep: Class 10 contains 23882 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6406 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9198 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6112 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70956408.000000 Penalty: 134526.734375 Iteration 87F: 18 clusters Score -7.095641e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 145539 members Mstep: Class 3 contains 7586 members Mstep: Class 5 contains 97352 members Mstep: Class 6 contains 14656 members Mstep: Class 9 contains 8220 members Mstep: Class 10 contains 23670 members Mstep: Class 11 contains 1124 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6265 members Mstep: Class 15 contains 24240 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6099 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70956912.000000 Penalty: 134526.734375 Iteration 88Q: 18 clusters Score -7.095691e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 145459 members Mstep: Class 3 contains 7809 members Mstep: Class 5 contains 97419 members Mstep: Class 6 contains 14650 members Mstep: Class 9 contains 8234 members Mstep: Class 10 contains 23519 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 6216 members Mstep: Class 15 contains 24233 members Mstep: Class 17 contains 9194 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6099 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957008.000000 Penalty: 134526.734375 Iteration 89Q: 18 clusters Score -7.095701e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 145419 members Mstep: Class 3 contains 7996 members Mstep: Class 5 contains 97468 members Mstep: Class 6 contains 14647 members Mstep: Class 9 contains 8213 members Mstep: Class 10 contains 23376 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6203 members Mstep: Class 15 contains 24228 members Mstep: Class 17 contains 9197 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6087 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 90Q: 18 clusters Score -7.095716e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 145396 members Mstep: Class 3 contains 8118 members Mstep: Class 5 contains 97501 members Mstep: Class 6 contains 14642 members Mstep: Class 9 contains 8195 members Mstep: Class 10 contains 23271 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6197 members Mstep: Class 15 contains 24225 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6093 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957104.000000 Penalty: 134526.734375 Iteration 91Q: 18 clusters Score -7.09571e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 145393 members Mstep: Class 3 contains 8203 members Mstep: Class 5 contains 97531 members Mstep: Class 6 contains 14638 members Mstep: Class 9 contains 8177 members Mstep: Class 10 contains 23175 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45326 members Mstep: Class 14 contains 6198 members Mstep: Class 15 contains 24221 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6099 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 92Q: 18 clusters Score -7.095716e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 145385 members Mstep: Class 3 contains 8269 members Mstep: Class 5 contains 97559 members Mstep: Class 6 contains 14637 members Mstep: Class 9 contains 8157 members Mstep: Class 10 contains 23109 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45328 members Mstep: Class 14 contains 6198 members Mstep: Class 15 contains 24219 members Mstep: Class 17 contains 9195 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6102 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957200.000000 Penalty: 134526.734375 Iteration 93Q: 18 clusters Score -7.09572e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 145383 members Mstep: Class 3 contains 8309 members Mstep: Class 5 contains 97588 members Mstep: Class 6 contains 14637 members Mstep: Class 9 contains 8139 members Mstep: Class 10 contains 23072 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45328 members Mstep: Class 14 contains 6197 members Mstep: Class 15 contains 24216 members Mstep: Class 17 contains 9194 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6097 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957256.000000 Penalty: 134526.734375 Iteration 94Q: 18 clusters Score -7.095726e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 145389 members Mstep: Class 3 contains 8327 members Mstep: Class 5 contains 97600 members Mstep: Class 6 contains 14636 members Mstep: Class 9 contains 8133 members Mstep: Class 10 contains 23045 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 45328 members Mstep: Class 14 contains 6197 members Mstep: Class 15 contains 24212 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6098 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957240.000000 Penalty: 134526.734375 Iteration 95Q: 18 clusters Score -7.095724e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 145399 members Mstep: Class 3 contains 8340 members Mstep: Class 5 contains 97610 members Mstep: Class 6 contains 14635 members Mstep: Class 9 contains 8127 members Mstep: Class 10 contains 23021 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45327 members Mstep: Class 14 contains 6197 members Mstep: Class 15 contains 24210 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6099 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957328.000000 Penalty: 134526.734375 Iteration 96Q: 18 clusters Score -7.095733e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 145398 members Mstep: Class 3 contains 8357 members Mstep: Class 5 contains 97621 members Mstep: Class 6 contains 14632 members Mstep: Class 9 contains 8126 members Mstep: Class 10 contains 22999 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45326 members Mstep: Class 14 contains 6195 members Mstep: Class 15 contains 24208 members Mstep: Class 17 contains 9196 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6099 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957336.000000 Penalty: 134526.734375 Iteration 97Q: 18 clusters Score -7.095734e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 145392 members Mstep: Class 3 contains 8375 members Mstep: Class 5 contains 97631 members Mstep: Class 6 contains 14630 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 22977 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45326 members Mstep: Class 14 contains 6194 members Mstep: Class 15 contains 24208 members Mstep: Class 17 contains 9199 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6101 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957336.000000 Penalty: 134526.734375 Iteration 98Q: 18 clusters Score -7.095734e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12478 members Mstep: Class 2 contains 145380 members Mstep: Class 3 contains 8400 members Mstep: Class 5 contains 97639 members Mstep: Class 6 contains 14629 members Mstep: Class 9 contains 8116 members Mstep: Class 10 contains 22958 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6193 members Mstep: Class 15 contains 24207 members Mstep: Class 17 contains 9200 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6107 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957192.000000 Penalty: 134526.734375 Iteration 99Q: 18 clusters Score -7.095719e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145377 members Mstep: Class 3 contains 8411 members Mstep: Class 5 contains 97644 members Mstep: Class 6 contains 14626 members Mstep: Class 9 contains 8111 members Mstep: Class 10 contains 22951 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45323 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24207 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957216.000000 Penalty: 134526.734375 Iteration 100F: 18 clusters Score -7.095722e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 145369 members Mstep: Class 3 contains 8425 members Mstep: Class 5 contains 97649 members Mstep: Class 6 contains 14627 members Mstep: Class 9 contains 8105 members Mstep: Class 10 contains 22943 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6106 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957168.000000 Penalty: 134526.734375 Iteration 101Q: 18 clusters Score -7.095717e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145365 members Mstep: Class 3 contains 8439 members Mstep: Class 5 contains 97654 members Mstep: Class 6 contains 14625 members Mstep: Class 9 contains 8098 members Mstep: Class 10 contains 22935 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9206 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6108 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957136.000000 Penalty: 134526.734375 Iteration 102Q: 18 clusters Score -7.095714e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145366 members Mstep: Class 3 contains 8446 members Mstep: Class 5 contains 97655 members Mstep: Class 6 contains 14624 members Mstep: Class 9 contains 8097 members Mstep: Class 10 contains 22932 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6106 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 103Q: 18 clusters Score -7.095716e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 145366 members Mstep: Class 3 contains 8451 members Mstep: Class 5 contains 97661 members Mstep: Class 6 contains 14624 members Mstep: Class 9 contains 8089 members Mstep: Class 10 contains 22930 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45325 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9203 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 104Q: 18 clusters Score -7.095716e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 145364 members Mstep: Class 3 contains 8453 members Mstep: Class 5 contains 97664 members Mstep: Class 6 contains 14624 members Mstep: Class 9 contains 8085 members Mstep: Class 10 contains 22929 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957136.000000 Penalty: 134526.734375 Iteration 105Q: 18 clusters Score -7.095714e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8455 members Mstep: Class 5 contains 97669 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8079 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9206 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957136.000000 Penalty: 134526.734375 Iteration 106Q: 18 clusters Score -7.095714e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8455 members Mstep: Class 5 contains 97672 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8076 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9206 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957112.000000 Penalty: 134526.734375 Iteration 107Q: 18 clusters Score -7.095711e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8455 members Mstep: Class 5 contains 97673 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8076 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6192 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957112.000000 Penalty: 134526.734375 Iteration 108Q: 18 clusters Score -7.095711e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97676 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8073 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9205 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957136.000000 Penalty: 134526.734375 Iteration 109Q: 18 clusters Score -7.095714e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97680 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8070 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957168.000000 Penalty: 134526.734375 Iteration 110Q: 18 clusters Score -7.095717e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 111Q: 18 clusters Score -7.095716e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97682 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8068 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957144.000000 Penalty: 134526.734375 Iteration 112Q: 18 clusters Score -7.095714e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 113Q: 18 clusters Score -7.095716e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -70957160.000000 Penalty: 134526.734375 Iteration 114F: 18 clusters Score -7.095716e+07 nChanged 0 Entering ConstructFrom: Score: -70957160.000000 Penalty: 134526.734375 Entering ConstructFrom: Trying to split cluster 1 (12481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Entering Unmasked Estep Score: -2202000.000000 Penalty: 5777.077148 Iteration 0F: 2 clusters Score -2202000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -2190163.750000 Penalty: 11554.154297 Iteration 0F: 3 clusters Score -2190164 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -2192719.500000 Penalty: 11554.154297 Iteration 1F: 3 clusters Score -2192720 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -2193198.750000 Penalty: 11554.154297 Iteration 2F: 3 clusters Score -2193199 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -2193480.500000 Penalty: 11554.154297 Iteration 3Q: 3 clusters Score -2193480 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -2193647.750000 Penalty: 11554.154297 Iteration 4Q: 3 clusters Score -2193648 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2193773.750000 Penalty: 11554.154297 Iteration 5Q: 3 clusters Score -2193774 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -2193880.750000 Penalty: 11554.154297 Iteration 6Q: 3 clusters Score -2193881 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -2193965.750000 Penalty: 11554.154297 Iteration 7Q: 3 clusters Score -2193966 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2194052.500000 Penalty: 11554.154297 Iteration 8Q: 3 clusters Score -2194052 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -2194129.000000 Penalty: 11554.154297 Iteration 9Q: 3 clusters Score -2194129 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -2194195.750000 Penalty: 11554.154297 Iteration 10Q: 3 clusters Score -2194196 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -2194270.750000 Penalty: 11554.154297 Iteration 11Q: 3 clusters Score -2194271 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -2194341.000000 Penalty: 11554.154297 Iteration 12Q: 3 clusters Score -2194341 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -2194417.000000 Penalty: 11554.154297 Iteration 13Q: 3 clusters Score -2194417 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -2194478.000000 Penalty: 11554.154297 Iteration 14Q: 3 clusters Score -2194478 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -2194528.500000 Penalty: 11554.154297 Iteration 15Q: 3 clusters Score -2194528 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -2194582.750000 Penalty: 11554.154297 Iteration 16Q: 3 clusters Score -2194583 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -2194649.500000 Penalty: 11554.154297 Iteration 17Q: 3 clusters Score -2194650 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -2194726.250000 Penalty: 11554.154297 Iteration 18Q: 3 clusters Score -2194726 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -2194814.750000 Penalty: 11554.154297 Iteration 19Q: 3 clusters Score -2194815 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -2194911.000000 Penalty: 11554.154297 Iteration 20F: 3 clusters Score -2194911 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -2195007.000000 Penalty: 11554.154297 Iteration 21Q: 3 clusters Score -2195007 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -2195107.000000 Penalty: 11554.154297 Iteration 22Q: 3 clusters Score -2195107 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -2195218.000000 Penalty: 11554.154297 Iteration 23Q: 3 clusters Score -2195218 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -2195314.250000 Penalty: 11554.154297 Iteration 24Q: 3 clusters Score -2195314 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -2195407.250000 Penalty: 11554.154297 Iteration 25Q: 3 clusters Score -2195407 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -2195507.750000 Penalty: 11554.154297 Iteration 26Q: 3 clusters Score -2195508 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -2195614.000000 Penalty: 11554.154297 Iteration 27Q: 3 clusters Score -2195614 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -2195720.000000 Penalty: 11554.154297 Iteration 28Q: 3 clusters Score -2195720 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -2195818.500000 Penalty: 11554.154297 Iteration 29Q: 3 clusters Score -2195818 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -2195941.750000 Penalty: 11554.154297 Iteration 30Q: 3 clusters Score -2195942 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -2196031.750000 Penalty: 11554.154297 Iteration 31Q: 3 clusters Score -2196032 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -2196143.750000 Penalty: 11554.154297 Iteration 32Q: 3 clusters Score -2196144 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -2196231.000000 Penalty: 11554.154297 Iteration 33Q: 3 clusters Score -2196231 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -2196321.500000 Penalty: 11554.154297 Iteration 34Q: 3 clusters Score -2196322 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -2196396.500000 Penalty: 11554.154297 Iteration 35Q: 3 clusters Score -2196396 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -2196454.500000 Penalty: 11554.154297 Iteration 36Q: 3 clusters Score -2196454 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -2196514.250000 Penalty: 11554.154297 Iteration 37Q: 3 clusters Score -2196514 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -2196570.250000 Penalty: 11554.154297 Iteration 38Q: 3 clusters Score -2196570 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -2196619.500000 Penalty: 11554.154297 Iteration 39Q: 3 clusters Score -2196620 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -2196662.000000 Penalty: 11554.154297 Iteration 40F: 3 clusters Score -2196662 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -2196695.750000 Penalty: 11554.154297 Iteration 41Q: 3 clusters Score -2196696 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 10727 members Entering Unmasked Estep Score: -2196722.000000 Penalty: 11554.154297 Iteration 42Q: 3 clusters Score -2196722 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -2196749.750000 Penalty: 11554.154297 Iteration 43Q: 3 clusters Score -2196750 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -2196770.000000 Penalty: 11554.154297 Iteration 44Q: 3 clusters Score -2196770 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -2196798.000000 Penalty: 11554.154297 Iteration 45Q: 3 clusters Score -2196798 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -2196817.500000 Penalty: 11554.154297 Iteration 46Q: 3 clusters Score -2196818 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10874 members Entering Unmasked Estep Score: -2196842.750000 Penalty: 11554.154297 Iteration 47Q: 3 clusters Score -2196843 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -2196860.750000 Penalty: 11554.154297 Iteration 48Q: 3 clusters Score -2196861 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -2196874.500000 Penalty: 11554.154297 Iteration 49Q: 3 clusters Score -2196874 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 10934 members Entering Unmasked Estep Score: -2196889.500000 Penalty: 11554.154297 Iteration 50Q: 3 clusters Score -2196890 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -2196907.250000 Penalty: 11554.154297 Iteration 51Q: 3 clusters Score -2196907 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -2196918.500000 Penalty: 11554.154297 Iteration 52Q: 3 clusters Score -2196918 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -2196930.750000 Penalty: 11554.154297 Iteration 53Q: 3 clusters Score -2196931 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -2196944.500000 Penalty: 11554.154297 Iteration 54Q: 3 clusters Score -2196944 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -2196964.000000 Penalty: 11554.154297 Iteration 55Q: 3 clusters Score -2196964 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -2196971.250000 Penalty: 11554.154297 Iteration 56Q: 3 clusters Score -2196971 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -2196977.250000 Penalty: 11554.154297 Iteration 57Q: 3 clusters Score -2196977 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -2196987.000000 Penalty: 11554.154297 Iteration 58Q: 3 clusters Score -2196987 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -2197004.750000 Penalty: 11554.154297 Iteration 59Q: 3 clusters Score -2197005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 11073 members Entering Unmasked Estep Score: -2197011.500000 Penalty: 11554.154297 Iteration 60F: 3 clusters Score -2197012 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -2197023.250000 Penalty: 11554.154297 Iteration 61Q: 3 clusters Score -2197023 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -2197032.250000 Penalty: 11554.154297 Iteration 62Q: 3 clusters Score -2197032 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -2197041.500000 Penalty: 11554.154297 Iteration 63Q: 3 clusters Score -2197042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -2197044.000000 Penalty: 11554.154297 Iteration 64Q: 3 clusters Score -2197044 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -2197047.000000 Penalty: 11554.154297 Iteration 65Q: 3 clusters Score -2197047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -2197048.250000 Penalty: 11554.154297 Iteration 66Q: 3 clusters Score -2197048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -2197049.750000 Penalty: 11554.154297 Iteration 67Q: 3 clusters Score -2197050 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -2197049.750000 Penalty: 11554.154297 Iteration 68F: 3 clusters Score -2197050 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145363 members Entering Unmasked Estep Score: -25674176.000000 Penalty: 7280.781250 Iteration 0F: 2 clusters Score -2.567418e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72721 members Mstep: Class 2 contains 72642 members Entering Unmasked Estep Score: -25575808.000000 Penalty: 14561.562500 Iteration 0F: 3 clusters Score -2.557581e+07 nChanged 67616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73425 members Mstep: Class 2 contains 71938 members Entering Unmasked Estep Score: -25613818.000000 Penalty: 14561.562500 Iteration 1F: 3 clusters Score -2.561382e+07 nChanged 5617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74074 members Mstep: Class 2 contains 71289 members Entering Unmasked Estep Score: -25615354.000000 Penalty: 14561.562500 Iteration 2Q: 3 clusters Score -2.561535e+07 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75118 members Mstep: Class 2 contains 70245 members Entering Unmasked Estep Score: -25617422.000000 Penalty: 14561.562500 Iteration 3Q: 3 clusters Score -2.561742e+07 nChanged 5965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76603 members Mstep: Class 2 contains 68760 members Entering Unmasked Estep Score: -25619650.000000 Penalty: 14561.562500 Iteration 4Q: 3 clusters Score -2.561965e+07 nChanged 6553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78610 members Mstep: Class 2 contains 66753 members Entering Unmasked Estep Score: -25622450.000000 Penalty: 14561.562500 Iteration 5Q: 3 clusters Score -2.562245e+07 nChanged 7144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81206 members Mstep: Class 2 contains 64157 members Entering Unmasked Estep Score: -25625612.000000 Penalty: 14561.562500 Iteration 6Q: 3 clusters Score -2.562561e+07 nChanged 7563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84587 members Mstep: Class 2 contains 60776 members Entering Unmasked Estep Score: -25629498.000000 Penalty: 14561.562500 Iteration 7F: 3 clusters Score -2.56295e+07 nChanged 7504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88587 members Mstep: Class 2 contains 56776 members Entering Unmasked Estep Score: -25633224.000000 Penalty: 14561.562500 Iteration 8F: 3 clusters Score -2.563322e+07 nChanged 7430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93039 members Mstep: Class 2 contains 52324 members Entering Unmasked Estep Score: -25636942.000000 Penalty: 14561.562500 Iteration 9F: 3 clusters Score -2.563694e+07 nChanged 6999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97850 members Mstep: Class 2 contains 47513 members Entering Unmasked Estep Score: -25640496.000000 Penalty: 14561.562500 Iteration 10Q: 3 clusters Score -2.56405e+07 nChanged 6407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102831 members Mstep: Class 2 contains 42532 members Entering Unmasked Estep Score: -25643886.000000 Penalty: 14561.562500 Iteration 11Q: 3 clusters Score -2.564389e+07 nChanged 5877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107938 members Mstep: Class 2 contains 37425 members Entering Unmasked Estep Score: -25647160.000000 Penalty: 14561.562500 Iteration 12Q: 3 clusters Score -2.564716e+07 nChanged 5492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113062 members Mstep: Class 2 contains 32301 members Entering Unmasked Estep Score: -25650482.000000 Penalty: 14561.562500 Iteration 13Q: 3 clusters Score -2.565048e+07 nChanged 5211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118125 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -25653676.000000 Penalty: 14561.562500 Iteration 14Q: 3 clusters Score -2.565368e+07 nChanged 4736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122805 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -25656842.000000 Penalty: 14561.562500 Iteration 15Q: 3 clusters Score -2.565684e+07 nChanged 4229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127004 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -25659796.000000 Penalty: 14561.562500 Iteration 16Q: 3 clusters Score -2.56598e+07 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130571 members Mstep: Class 2 contains 14792 members Entering Unmasked Estep Score: -25662200.000000 Penalty: 14561.562500 Iteration 17Q: 3 clusters Score -2.56622e+07 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133509 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -25664246.000000 Penalty: 14561.562500 Iteration 18Q: 3 clusters Score -2.566425e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135849 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -25665816.000000 Penalty: 14561.562500 Iteration 19Q: 3 clusters Score -2.566582e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137718 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -25666930.000000 Penalty: 14561.562500 Iteration 20F: 3 clusters Score -2.566693e+07 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139136 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -25667800.000000 Penalty: 14561.562500 Iteration 21Q: 3 clusters Score -2.56678e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140147 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -25668280.000000 Penalty: 14561.562500 Iteration 22Q: 3 clusters Score -2.566828e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140845 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -25668670.000000 Penalty: 14561.562500 Iteration 23Q: 3 clusters Score -2.566867e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141339 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -25668962.000000 Penalty: 14561.562500 Iteration 24Q: 3 clusters Score -2.566896e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141703 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -25669102.000000 Penalty: 14561.562500 Iteration 25Q: 3 clusters Score -2.56691e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141987 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -25669178.000000 Penalty: 14561.562500 Iteration 26Q: 3 clusters Score -2.566918e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142232 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -25669316.000000 Penalty: 14561.562500 Iteration 27Q: 3 clusters Score -2.566932e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142432 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -25669410.000000 Penalty: 14561.562500 Iteration 28Q: 3 clusters Score -2.566941e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142593 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -25669492.000000 Penalty: 14561.562500 Iteration 29Q: 3 clusters Score -2.566949e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142709 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -25669616.000000 Penalty: 14561.562500 Iteration 30Q: 3 clusters Score -2.566962e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142795 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -25669646.000000 Penalty: 14561.562500 Iteration 31Q: 3 clusters Score -2.566965e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142883 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -25669702.000000 Penalty: 14561.562500 Iteration 32Q: 3 clusters Score -2.56697e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142936 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -25669740.000000 Penalty: 14561.562500 Iteration 33Q: 3 clusters Score -2.566974e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142980 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -25669774.000000 Penalty: 14561.562500 Iteration 34Q: 3 clusters Score -2.566977e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143012 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -25669796.000000 Penalty: 14561.562500 Iteration 35Q: 3 clusters Score -2.56698e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143045 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -25669808.000000 Penalty: 14561.562500 Iteration 36Q: 3 clusters Score -2.566981e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143074 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -25669832.000000 Penalty: 14561.562500 Iteration 37Q: 3 clusters Score -2.566983e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143091 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -25669878.000000 Penalty: 14561.562500 Iteration 38Q: 3 clusters Score -2.566988e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143108 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -25669884.000000 Penalty: 14561.562500 Iteration 39Q: 3 clusters Score -2.566988e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143120 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -25669884.000000 Penalty: 14561.562500 Iteration 40F: 3 clusters Score -2.566988e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143133 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -25669890.000000 Penalty: 14561.562500 Iteration 41Q: 3 clusters Score -2.566989e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143132 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -25669878.000000 Penalty: 14561.562500 Iteration 42Q: 3 clusters Score -2.566988e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143141 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -25669872.000000 Penalty: 14561.562500 Iteration 43Q: 3 clusters Score -2.566987e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143147 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -25669872.000000 Penalty: 14561.562500 Iteration 44Q: 3 clusters Score -2.566987e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143150 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -25669870.000000 Penalty: 14561.562500 Iteration 45Q: 3 clusters Score -2.566987e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143152 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -25669886.000000 Penalty: 14561.562500 Iteration 46Q: 3 clusters Score -2.566989e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143154 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -25669882.000000 Penalty: 14561.562500 Iteration 47Q: 3 clusters Score -2.566988e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143157 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -25669892.000000 Penalty: 14561.562500 Iteration 48Q: 3 clusters Score -2.566989e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143159 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -25669896.000000 Penalty: 14561.562500 Iteration 49Q: 3 clusters Score -2.56699e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143161 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -25669900.000000 Penalty: 14561.562500 Iteration 50Q: 3 clusters Score -2.56699e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143163 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -25669900.000000 Penalty: 14561.562500 Iteration 51Q: 3 clusters Score -2.56699e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143165 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -25669908.000000 Penalty: 14561.562500 Iteration 52Q: 3 clusters Score -2.566991e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143166 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -25669902.000000 Penalty: 14561.562500 Iteration 53Q: 3 clusters Score -2.56699e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143166 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -25669902.000000 Penalty: 14561.562500 Iteration 54F: 3 clusters Score -2.56699e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Entering Unmasked Estep Score: -1488834.875000 Penalty: 5538.611816 Iteration 0F: 2 clusters Score -1488835 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1479545.125000 Penalty: 11077.223633 Iteration 0F: 3 clusters Score -1479545 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1481278.500000 Penalty: 11077.223633 Iteration 1F: 3 clusters Score -1481278 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1481656.000000 Penalty: 11077.223633 Iteration 2F: 3 clusters Score -1481656 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1481881.875000 Penalty: 11077.223633 Iteration 3Q: 3 clusters Score -1481882 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1482018.500000 Penalty: 11077.223633 Iteration 4Q: 3 clusters Score -1482018 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1482112.750000 Penalty: 11077.223633 Iteration 5Q: 3 clusters Score -1482113 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1482188.375000 Penalty: 11077.223633 Iteration 6Q: 3 clusters Score -1482188 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1482240.000000 Penalty: 11077.223633 Iteration 7Q: 3 clusters Score -1482240 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1482284.000000 Penalty: 11077.223633 Iteration 8Q: 3 clusters Score -1482284 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1482317.625000 Penalty: 11077.223633 Iteration 9Q: 3 clusters Score -1482318 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -1482354.125000 Penalty: 11077.223633 Iteration 10Q: 3 clusters Score -1482354 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1482383.750000 Penalty: 11077.223633 Iteration 11Q: 3 clusters Score -1482384 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1482403.250000 Penalty: 11077.223633 Iteration 12Q: 3 clusters Score -1482403 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1482422.000000 Penalty: 11077.223633 Iteration 13Q: 3 clusters Score -1482422 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1482435.875000 Penalty: 11077.223633 Iteration 14Q: 3 clusters Score -1482436 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1482449.375000 Penalty: 11077.223633 Iteration 15Q: 3 clusters Score -1482449 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1482456.125000 Penalty: 11077.223633 Iteration 16Q: 3 clusters Score -1482456 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1482460.125000 Penalty: 11077.223633 Iteration 17Q: 3 clusters Score -1482460 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1482466.625000 Penalty: 11077.223633 Iteration 18Q: 3 clusters Score -1482467 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482480.625000 Penalty: 11077.223633 Iteration 19Q: 3 clusters Score -1482481 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482485.375000 Penalty: 11077.223633 Iteration 20F: 3 clusters Score -1482485 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1482490.625000 Penalty: 11077.223633 Iteration 21Q: 3 clusters Score -1482491 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1482492.875000 Penalty: 11077.223633 Iteration 22Q: 3 clusters Score -1482493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1482494.750000 Penalty: 11077.223633 Iteration 23Q: 3 clusters Score -1482495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1482497.750000 Penalty: 11077.223633 Iteration 24Q: 3 clusters Score -1482498 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1482502.250000 Penalty: 11077.223633 Iteration 25Q: 3 clusters Score -1482502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1482504.500000 Penalty: 11077.223633 Iteration 26Q: 3 clusters Score -1482504 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1482511.500000 Penalty: 11077.223633 Iteration 27Q: 3 clusters Score -1482512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1482510.625000 Penalty: 11077.223633 Iteration 28Q: 3 clusters Score -1482511 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1482511.125000 Penalty: 11077.223633 Iteration 29Q: 3 clusters Score -1482511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1482516.875000 Penalty: 11077.223633 Iteration 30Q: 3 clusters Score -1482517 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1482521.250000 Penalty: 11077.223633 Iteration 31Q: 3 clusters Score -1482521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1482525.000000 Penalty: 11077.223633 Iteration 32Q: 3 clusters Score -1482525 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1482528.500000 Penalty: 11077.223633 Iteration 33Q: 3 clusters Score -1482528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1482531.375000 Penalty: 11077.223633 Iteration 34Q: 3 clusters Score -1482531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1482536.875000 Penalty: 11077.223633 Iteration 35Q: 3 clusters Score -1482537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1482538.625000 Penalty: 11077.223633 Iteration 36Q: 3 clusters Score -1482539 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1482539.750000 Penalty: 11077.223633 Iteration 37Q: 3 clusters Score -1482540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1482542.125000 Penalty: 11077.223633 Iteration 38Q: 3 clusters Score -1482542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1482547.875000 Penalty: 11077.223633 Iteration 39Q: 3 clusters Score -1482548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1482554.000000 Penalty: 11077.223633 Iteration 40F: 3 clusters Score -1482554 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1482552.750000 Penalty: 11077.223633 Iteration 41Q: 3 clusters Score -1482553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1482554.125000 Penalty: 11077.223633 Iteration 42Q: 3 clusters Score -1482554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1482556.125000 Penalty: 11077.223633 Iteration 43Q: 3 clusters Score -1482556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1482558.125000 Penalty: 11077.223633 Iteration 44Q: 3 clusters Score -1482558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1482557.875000 Penalty: 11077.223633 Iteration 45Q: 3 clusters Score -1482558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482563.500000 Penalty: 11077.223633 Iteration 46Q: 3 clusters Score -1482564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482565.500000 Penalty: 11077.223633 Iteration 47Q: 3 clusters Score -1482566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1482566.375000 Penalty: 11077.223633 Iteration 48Q: 3 clusters Score -1482566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1482565.875000 Penalty: 11077.223633 Iteration 49Q: 3 clusters Score -1482566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1482565.750000 Penalty: 11077.223633 Iteration 50Q: 3 clusters Score -1482566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1482568.250000 Penalty: 11077.223633 Iteration 51Q: 3 clusters Score -1482568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482568.875000 Penalty: 11077.223633 Iteration 52Q: 3 clusters Score -1482569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1482569.375000 Penalty: 11077.223633 Iteration 53Q: 3 clusters Score -1482569 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1482570.500000 Penalty: 11077.223633 Iteration 54Q: 3 clusters Score -1482570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1482568.000000 Penalty: 11077.223633 Iteration 55Q: 3 clusters Score -1482568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1482568.000000 Penalty: 11077.223633 Iteration 56F: 3 clusters Score -1482568 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (97681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97681 members Entering Unmasked Estep Score: -17426194.000000 Penalty: 7037.295410 Iteration 0F: 2 clusters Score -1.742619e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48970 members Mstep: Class 2 contains 48711 members Entering Unmasked Estep Score: -17359814.000000 Penalty: 14074.590820 Iteration 0F: 3 clusters Score -1.735981e+07 nChanged 44587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49829 members Mstep: Class 2 contains 47852 members Entering Unmasked Estep Score: -17383840.000000 Penalty: 14074.590820 Iteration 1F: 3 clusters Score -1.738384e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50354 members Mstep: Class 2 contains 47327 members Entering Unmasked Estep Score: -17385142.000000 Penalty: 14074.590820 Iteration 2Q: 3 clusters Score -1.738514e+07 nChanged 3817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51163 members Mstep: Class 2 contains 46518 members Entering Unmasked Estep Score: -17386426.000000 Penalty: 14074.590820 Iteration 3Q: 3 clusters Score -1.738643e+07 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52393 members Mstep: Class 2 contains 45288 members Entering Unmasked Estep Score: -17387772.000000 Penalty: 14074.590820 Iteration 4Q: 3 clusters Score -1.738777e+07 nChanged 4165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54290 members Mstep: Class 2 contains 43391 members Entering Unmasked Estep Score: -17389448.000000 Penalty: 14074.590820 Iteration 5Q: 3 clusters Score -1.738945e+07 nChanged 4948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56992 members Mstep: Class 2 contains 40689 members Entering Unmasked Estep Score: -17392082.000000 Penalty: 14074.590820 Iteration 6F: 3 clusters Score -1.739208e+07 nChanged 5789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60731 members Mstep: Class 2 contains 36950 members Entering Unmasked Estep Score: -17395344.000000 Penalty: 14074.590820 Iteration 7F: 3 clusters Score -1.739534e+07 nChanged 6394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65605 members Mstep: Class 2 contains 32076 members Entering Unmasked Estep Score: -17399428.000000 Penalty: 14074.590820 Iteration 8F: 3 clusters Score -1.739943e+07 nChanged 6488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71077 members Mstep: Class 2 contains 26604 members Entering Unmasked Estep Score: -17403778.000000 Penalty: 14074.590820 Iteration 9F: 3 clusters Score -1.740378e+07 nChanged 5983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76562 members Mstep: Class 2 contains 21119 members Entering Unmasked Estep Score: -17407882.000000 Penalty: 14074.590820 Iteration 10F: 3 clusters Score -1.740788e+07 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81500 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -17411658.000000 Penalty: 14074.590820 Iteration 11F: 3 clusters Score -1.741166e+07 nChanged 4108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85528 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -17414616.000000 Penalty: 14074.590820 Iteration 12Q: 3 clusters Score -1.741462e+07 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88553 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -17416720.000000 Penalty: 14074.590820 Iteration 13Q: 3 clusters Score -1.741672e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90648 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -17418030.000000 Penalty: 14074.590820 Iteration 14Q: 3 clusters Score -1.741803e+07 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92058 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -17418844.000000 Penalty: 14074.590820 Iteration 15Q: 3 clusters Score -1.741884e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93098 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -17419520.000000 Penalty: 14074.590820 Iteration 16Q: 3 clusters Score -1.741952e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93768 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -17419852.000000 Penalty: 14074.590820 Iteration 17Q: 3 clusters Score -1.741985e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94216 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -17420068.000000 Penalty: 14074.590820 Iteration 18Q: 3 clusters Score -1.742007e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94525 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -17420218.000000 Penalty: 14074.590820 Iteration 19Q: 3 clusters Score -1.742022e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94729 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -17420318.000000 Penalty: 14074.590820 Iteration 20F: 3 clusters Score -1.742032e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94876 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -17420400.000000 Penalty: 14074.590820 Iteration 21Q: 3 clusters Score -1.74204e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95004 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -17420500.000000 Penalty: 14074.590820 Iteration 22Q: 3 clusters Score -1.74205e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95098 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -17420528.000000 Penalty: 14074.590820 Iteration 23Q: 3 clusters Score -1.742053e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95172 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -17420598.000000 Penalty: 14074.590820 Iteration 24Q: 3 clusters Score -1.74206e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95229 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -17420586.000000 Penalty: 14074.590820 Iteration 25Q: 3 clusters Score -1.742059e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95268 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -17420628.000000 Penalty: 14074.590820 Iteration 26Q: 3 clusters Score -1.742063e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95298 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -17420620.000000 Penalty: 14074.590820 Iteration 27Q: 3 clusters Score -1.742062e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95328 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -17420622.000000 Penalty: 14074.590820 Iteration 28Q: 3 clusters Score -1.742062e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95350 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -17420638.000000 Penalty: 14074.590820 Iteration 29Q: 3 clusters Score -1.742064e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95365 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -17420642.000000 Penalty: 14074.590820 Iteration 30Q: 3 clusters Score -1.742064e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95376 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -17420650.000000 Penalty: 14074.590820 Iteration 31Q: 3 clusters Score -1.742065e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95389 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -17420638.000000 Penalty: 14074.590820 Iteration 32Q: 3 clusters Score -1.742064e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95397 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -17420628.000000 Penalty: 14074.590820 Iteration 33Q: 3 clusters Score -1.742063e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95406 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -17420670.000000 Penalty: 14074.590820 Iteration 34Q: 3 clusters Score -1.742067e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95418 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -17420682.000000 Penalty: 14074.590820 Iteration 35Q: 3 clusters Score -1.742068e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95426 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -17420652.000000 Penalty: 14074.590820 Iteration 36Q: 3 clusters Score -1.742065e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95432 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -17420650.000000 Penalty: 14074.590820 Iteration 37Q: 3 clusters Score -1.742065e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95438 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -17420648.000000 Penalty: 14074.590820 Iteration 38Q: 3 clusters Score -1.742065e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95443 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -17420650.000000 Penalty: 14074.590820 Iteration 39Q: 3 clusters Score -1.742065e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95449 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -17420662.000000 Penalty: 14074.590820 Iteration 40F: 3 clusters Score -1.742066e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95451 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -17420666.000000 Penalty: 14074.590820 Iteration 41Q: 3 clusters Score -1.742067e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95451 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -17420666.000000 Penalty: 14074.590820 Iteration 42F: 3 clusters Score -1.742067e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14623 members Entering Unmasked Estep Score: -2553320.500000 Penalty: 5874.089844 Iteration 0F: 2 clusters Score -2553320 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -2540129.500000 Penalty: 11748.179688 Iteration 0F: 3 clusters Score -2540130 nChanged 5697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -2543231.250000 Penalty: 11748.179688 Iteration 1F: 3 clusters Score -2543231 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -2543875.000000 Penalty: 11748.179688 Iteration 2F: 3 clusters Score -2543875 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -2544332.000000 Penalty: 11748.179688 Iteration 3F: 3 clusters Score -2544332 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -2544668.750000 Penalty: 11748.179688 Iteration 4Q: 3 clusters Score -2544669 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -2544997.000000 Penalty: 11748.179688 Iteration 5Q: 3 clusters Score -2544997 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -2545322.500000 Penalty: 11748.179688 Iteration 6Q: 3 clusters Score -2545322 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -2545615.000000 Penalty: 11748.179688 Iteration 7Q: 3 clusters Score -2545615 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2545887.000000 Penalty: 11748.179688 Iteration 8Q: 3 clusters Score -2545887 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -2546158.000000 Penalty: 11748.179688 Iteration 9Q: 3 clusters Score -2546158 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -2546407.750000 Penalty: 11748.179688 Iteration 10Q: 3 clusters Score -2546408 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -2546673.500000 Penalty: 11748.179688 Iteration 11Q: 3 clusters Score -2546674 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -2546897.000000 Penalty: 11748.179688 Iteration 12Q: 3 clusters Score -2546897 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -2547089.750000 Penalty: 11748.179688 Iteration 13Q: 3 clusters Score -2547090 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -2547221.250000 Penalty: 11748.179688 Iteration 14Q: 3 clusters Score -2547221 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -2547327.500000 Penalty: 11748.179688 Iteration 15Q: 3 clusters Score -2547328 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2547428.750000 Penalty: 11748.179688 Iteration 16Q: 3 clusters Score -2547429 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -2547506.000000 Penalty: 11748.179688 Iteration 17Q: 3 clusters Score -2547506 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -2547578.750000 Penalty: 11748.179688 Iteration 18Q: 3 clusters Score -2547579 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -2547648.500000 Penalty: 11748.179688 Iteration 19Q: 3 clusters Score -2547648 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -2547708.750000 Penalty: 11748.179688 Iteration 20F: 3 clusters Score -2547709 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -2547749.500000 Penalty: 11748.179688 Iteration 21Q: 3 clusters Score -2547750 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -2547816.750000 Penalty: 11748.179688 Iteration 22Q: 3 clusters Score -2547817 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -2547874.250000 Penalty: 11748.179688 Iteration 23Q: 3 clusters Score -2547874 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -2547923.250000 Penalty: 11748.179688 Iteration 24Q: 3 clusters Score -2547923 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -2547976.250000 Penalty: 11748.179688 Iteration 25Q: 3 clusters Score -2547976 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -2548035.750000 Penalty: 11748.179688 Iteration 26Q: 3 clusters Score -2548036 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -2548074.750000 Penalty: 11748.179688 Iteration 27Q: 3 clusters Score -2548075 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -2548123.250000 Penalty: 11748.179688 Iteration 28Q: 3 clusters Score -2548123 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -2548176.000000 Penalty: 11748.179688 Iteration 29Q: 3 clusters Score -2548176 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -2548246.500000 Penalty: 11748.179688 Iteration 30Q: 3 clusters Score -2548246 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -2548317.500000 Penalty: 11748.179688 Iteration 31Q: 3 clusters Score -2548318 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -2548373.750000 Penalty: 11748.179688 Iteration 32Q: 3 clusters Score -2548374 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -2548444.250000 Penalty: 11748.179688 Iteration 33Q: 3 clusters Score -2548444 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -2548496.750000 Penalty: 11748.179688 Iteration 34Q: 3 clusters Score -2548497 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -2548546.250000 Penalty: 11748.179688 Iteration 35Q: 3 clusters Score -2548546 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -2548603.500000 Penalty: 11748.179688 Iteration 36Q: 3 clusters Score -2548604 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -2548664.750000 Penalty: 11748.179688 Iteration 37Q: 3 clusters Score -2548665 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -2548700.500000 Penalty: 11748.179688 Iteration 38Q: 3 clusters Score -2548700 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12331 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -2548734.000000 Penalty: 11748.179688 Iteration 39Q: 3 clusters Score -2548734 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2548771.750000 Penalty: 11748.179688 Iteration 40F: 3 clusters Score -2548772 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -2548790.250000 Penalty: 11748.179688 Iteration 41Q: 3 clusters Score -2548790 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -2548823.750000 Penalty: 11748.179688 Iteration 42Q: 3 clusters Score -2548824 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12524 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -2548843.000000 Penalty: 11748.179688 Iteration 43Q: 3 clusters Score -2548843 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -2548869.250000 Penalty: 11748.179688 Iteration 44Q: 3 clusters Score -2548869 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12603 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -2548883.500000 Penalty: 11748.179688 Iteration 45Q: 3 clusters Score -2548884 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -2548902.250000 Penalty: 11748.179688 Iteration 46Q: 3 clusters Score -2548902 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -2548926.500000 Penalty: 11748.179688 Iteration 47Q: 3 clusters Score -2548926 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -2548940.500000 Penalty: 11748.179688 Iteration 48Q: 3 clusters Score -2548940 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -2548966.500000 Penalty: 11748.179688 Iteration 49Q: 3 clusters Score -2548966 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -2548982.500000 Penalty: 11748.179688 Iteration 50Q: 3 clusters Score -2548982 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -2549004.750000 Penalty: 11748.179688 Iteration 51Q: 3 clusters Score -2549005 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -2549015.000000 Penalty: 11748.179688 Iteration 52Q: 3 clusters Score -2549015 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12840 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -2549040.000000 Penalty: 11748.179688 Iteration 53Q: 3 clusters Score -2549040 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -2549043.000000 Penalty: 11748.179688 Iteration 54Q: 3 clusters Score -2549043 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12892 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2549056.000000 Penalty: 11748.179688 Iteration 55Q: 3 clusters Score -2549056 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -2549067.500000 Penalty: 11748.179688 Iteration 56Q: 3 clusters Score -2549068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -2549076.500000 Penalty: 11748.179688 Iteration 57Q: 3 clusters Score -2549076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -2549096.000000 Penalty: 11748.179688 Iteration 58Q: 3 clusters Score -2549096 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -2549109.750000 Penalty: 11748.179688 Iteration 59Q: 3 clusters Score -2549110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2549108.250000 Penalty: 11748.179688 Iteration 60F: 3 clusters Score -2549108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -2549110.000000 Penalty: 11748.179688 Iteration 61Q: 3 clusters Score -2549110 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -2549110.000000 Penalty: 11748.179688 Iteration 62F: 3 clusters Score -2549110 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Entering Unmasked Estep Score: -1376758.750000 Penalty: 5509.917969 Iteration 0F: 2 clusters Score -1376759 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1367702.250000 Penalty: 11019.835938 Iteration 0F: 3 clusters Score -1367702 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1369472.125000 Penalty: 11019.835938 Iteration 1F: 3 clusters Score -1369472 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1369926.000000 Penalty: 11019.835938 Iteration 2F: 3 clusters Score -1369926 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1370193.500000 Penalty: 11019.835938 Iteration 3Q: 3 clusters Score -1370194 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1370359.250000 Penalty: 11019.835938 Iteration 4Q: 3 clusters Score -1370359 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1370522.250000 Penalty: 11019.835938 Iteration 5Q: 3 clusters Score -1370522 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1370651.000000 Penalty: 11019.835938 Iteration 6Q: 3 clusters Score -1370651 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1370742.750000 Penalty: 11019.835938 Iteration 7Q: 3 clusters Score -1370743 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1370809.750000 Penalty: 11019.835938 Iteration 8Q: 3 clusters Score -1370810 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1370858.875000 Penalty: 11019.835938 Iteration 9Q: 3 clusters Score -1370859 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1370910.375000 Penalty: 11019.835938 Iteration 10Q: 3 clusters Score -1370910 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1370947.875000 Penalty: 11019.835938 Iteration 11Q: 3 clusters Score -1370948 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1370977.625000 Penalty: 11019.835938 Iteration 12Q: 3 clusters Score -1370978 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1371011.375000 Penalty: 11019.835938 Iteration 13Q: 3 clusters Score -1371011 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1371037.750000 Penalty: 11019.835938 Iteration 14Q: 3 clusters Score -1371038 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1371062.000000 Penalty: 11019.835938 Iteration 15Q: 3 clusters Score -1371062 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1371081.125000 Penalty: 11019.835938 Iteration 16Q: 3 clusters Score -1371081 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1371102.000000 Penalty: 11019.835938 Iteration 17Q: 3 clusters Score -1371102 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1371124.000000 Penalty: 11019.835938 Iteration 18Q: 3 clusters Score -1371124 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1371135.375000 Penalty: 11019.835938 Iteration 19Q: 3 clusters Score -1371135 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -1371151.875000 Penalty: 11019.835938 Iteration 20F: 3 clusters Score -1371152 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1371161.625000 Penalty: 11019.835938 Iteration 21Q: 3 clusters Score -1371162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1371165.875000 Penalty: 11019.835938 Iteration 22Q: 3 clusters Score -1371166 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1371173.750000 Penalty: 11019.835938 Iteration 23Q: 3 clusters Score -1371174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1371177.625000 Penalty: 11019.835938 Iteration 24Q: 3 clusters Score -1371178 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1371185.250000 Penalty: 11019.835938 Iteration 25Q: 3 clusters Score -1371185 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1371188.500000 Penalty: 11019.835938 Iteration 26Q: 3 clusters Score -1371188 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1371191.750000 Penalty: 11019.835938 Iteration 27Q: 3 clusters Score -1371192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1371196.125000 Penalty: 11019.835938 Iteration 28Q: 3 clusters Score -1371196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1371201.500000 Penalty: 11019.835938 Iteration 29Q: 3 clusters Score -1371202 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1371207.375000 Penalty: 11019.835938 Iteration 30Q: 3 clusters Score -1371207 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1371213.125000 Penalty: 11019.835938 Iteration 31Q: 3 clusters Score -1371213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1371213.500000 Penalty: 11019.835938 Iteration 32Q: 3 clusters Score -1371214 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1371218.500000 Penalty: 11019.835938 Iteration 33Q: 3 clusters Score -1371218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1371224.125000 Penalty: 11019.835938 Iteration 34Q: 3 clusters Score -1371224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1371225.125000 Penalty: 11019.835938 Iteration 35Q: 3 clusters Score -1371225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1371226.250000 Penalty: 11019.835938 Iteration 36Q: 3 clusters Score -1371226 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1371228.750000 Penalty: 11019.835938 Iteration 37Q: 3 clusters Score -1371229 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1371234.625000 Penalty: 11019.835938 Iteration 38Q: 3 clusters Score -1371235 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1371236.500000 Penalty: 11019.835938 Iteration 39Q: 3 clusters Score -1371236 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1371239.375000 Penalty: 11019.835938 Iteration 40F: 3 clusters Score -1371239 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1371238.500000 Penalty: 11019.835938 Iteration 41Q: 3 clusters Score -1371238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1371238.375000 Penalty: 11019.835938 Iteration 42Q: 3 clusters Score -1371238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1371246.375000 Penalty: 11019.835938 Iteration 43Q: 3 clusters Score -1371246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -1371245.250000 Penalty: 11019.835938 Iteration 44Q: 3 clusters Score -1371245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1371245.000000 Penalty: 11019.835938 Iteration 45Q: 3 clusters Score -1371245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1371245.125000 Penalty: 11019.835938 Iteration 46Q: 3 clusters Score -1371245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1371245.500000 Penalty: 11019.835938 Iteration 47Q: 3 clusters Score -1371246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1371243.125000 Penalty: 11019.835938 Iteration 48Q: 3 clusters Score -1371243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1371243.125000 Penalty: 11019.835938 Iteration 49F: 3 clusters Score -1371243 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Entering Unmasked Estep Score: -4042505.750000 Penalty: 6149.570312 Iteration 0F: 2 clusters Score -4042506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11658 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -4024367.250000 Penalty: 12299.140625 Iteration 0F: 3 clusters Score -4024367 nChanged 9411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -4029977.750000 Penalty: 12299.140625 Iteration 1F: 3 clusters Score -4029978 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -4031273.250000 Penalty: 12299.140625 Iteration 2F: 3 clusters Score -4031273 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -4032472.000000 Penalty: 12299.140625 Iteration 3F: 3 clusters Score -4032472 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4033835.250000 Penalty: 12299.140625 Iteration 4F: 3 clusters Score -4033835 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 12510 members Entering Unmasked Estep Score: -4035732.750000 Penalty: 12299.140625 Iteration 5F: 3 clusters Score -4035733 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 13528 members Entering Unmasked Estep Score: -4038219.500000 Penalty: 12299.140625 Iteration 6F: 3 clusters Score -4038220 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -4040126.000000 Penalty: 12299.140625 Iteration 7F: 3 clusters Score -4040126 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -4041075.750000 Penalty: 12299.140625 Iteration 8F: 3 clusters Score -4041076 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 15649 members Entering Unmasked Estep Score: -4041551.000000 Penalty: 12299.140625 Iteration 9Q: 3 clusters Score -4041551 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 15969 members Entering Unmasked Estep Score: -4041767.250000 Penalty: 12299.140625 Iteration 10Q: 3 clusters Score -4041767 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 16165 members Entering Unmasked Estep Score: -4041890.750000 Penalty: 12299.140625 Iteration 11Q: 3 clusters Score -4041891 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 16342 members Entering Unmasked Estep Score: -4041972.000000 Penalty: 12299.140625 Iteration 12Q: 3 clusters Score -4041972 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 16498 members Entering Unmasked Estep Score: -4042036.250000 Penalty: 12299.140625 Iteration 13Q: 3 clusters Score -4042036 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -4042074.250000 Penalty: 12299.140625 Iteration 14Q: 3 clusters Score -4042074 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 16718 members Entering Unmasked Estep Score: -4042118.250000 Penalty: 12299.140625 Iteration 15Q: 3 clusters Score -4042118 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -4042133.250000 Penalty: 12299.140625 Iteration 16Q: 3 clusters Score -4042133 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 16873 members Entering Unmasked Estep Score: -4042162.750000 Penalty: 12299.140625 Iteration 17Q: 3 clusters Score -4042163 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 16927 members Entering Unmasked Estep Score: -4042171.750000 Penalty: 12299.140625 Iteration 18Q: 3 clusters Score -4042172 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 16970 members Entering Unmasked Estep Score: -4042172.500000 Penalty: 12299.140625 Iteration 19Q: 3 clusters Score -4042172 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 17007 members Entering Unmasked Estep Score: -4042193.000000 Penalty: 12299.140625 Iteration 20F: 3 clusters Score -4042193 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 17038 members Entering Unmasked Estep Score: -4042189.000000 Penalty: 12299.140625 Iteration 21Q: 3 clusters Score -4042189 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 17059 members Entering Unmasked Estep Score: -4042200.500000 Penalty: 12299.140625 Iteration 22Q: 3 clusters Score -4042200 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -4042202.250000 Penalty: 12299.140625 Iteration 23Q: 3 clusters Score -4042202 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -4042214.750000 Penalty: 12299.140625 Iteration 24Q: 3 clusters Score -4042215 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -4042220.750000 Penalty: 12299.140625 Iteration 25Q: 3 clusters Score -4042221 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 17143 members Entering Unmasked Estep Score: -4042217.250000 Penalty: 12299.140625 Iteration 26Q: 3 clusters Score -4042217 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 17164 members Entering Unmasked Estep Score: -4042225.500000 Penalty: 12299.140625 Iteration 27Q: 3 clusters Score -4042226 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 17180 members Entering Unmasked Estep Score: -4042221.000000 Penalty: 12299.140625 Iteration 28Q: 3 clusters Score -4042221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 17192 members Entering Unmasked Estep Score: -4042222.250000 Penalty: 12299.140625 Iteration 29Q: 3 clusters Score -4042222 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 17204 members Entering Unmasked Estep Score: -4042224.250000 Penalty: 12299.140625 Iteration 30Q: 3 clusters Score -4042224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 17214 members Entering Unmasked Estep Score: -4042225.750000 Penalty: 12299.140625 Iteration 31Q: 3 clusters Score -4042226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 17219 members Entering Unmasked Estep Score: -4042222.500000 Penalty: 12299.140625 Iteration 32Q: 3 clusters Score -4042222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 17227 members Entering Unmasked Estep Score: -4042233.000000 Penalty: 12299.140625 Iteration 33Q: 3 clusters Score -4042233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 17234 members Entering Unmasked Estep Score: -4042234.250000 Penalty: 12299.140625 Iteration 34Q: 3 clusters Score -4042234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 17238 members Entering Unmasked Estep Score: -4042232.250000 Penalty: 12299.140625 Iteration 35Q: 3 clusters Score -4042232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -4042235.500000 Penalty: 12299.140625 Iteration 36Q: 3 clusters Score -4042236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -4042235.500000 Penalty: 12299.140625 Iteration 37F: 3 clusters Score -4042236 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Entering Unmasked Estep Score: -161574.140625 Penalty: 4301.506836 Iteration 0F: 2 clusters Score -161574.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -157560.750000 Penalty: 8603.013672 Iteration 0F: 3 clusters Score -157560.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -158328.968750 Penalty: 8603.013672 Iteration 1F: 3 clusters Score -158329 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -158795.812500 Penalty: 8603.013672 Iteration 2F: 3 clusters Score -158795.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -159260.171875 Penalty: 8603.013672 Iteration 3F: 3 clusters Score -159260.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -159706.484375 Penalty: 8603.013672 Iteration 4F: 3 clusters Score -159706.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -160107.609375 Penalty: 8603.013672 Iteration 5F: 3 clusters Score -160107.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -160423.890625 Penalty: 8603.013672 Iteration 6Q: 3 clusters Score -160423.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -160560.625000 Penalty: 8603.013672 Iteration 7Q: 3 clusters Score -160560.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -160707.968750 Penalty: 8603.013672 Iteration 8Q: 3 clusters Score -160708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -160763.328125 Penalty: 8603.013672 Iteration 9Q: 3 clusters Score -160763.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -160777.234375 Penalty: 8603.013672 Iteration 10Q: 3 clusters Score -160777.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -160788.906250 Penalty: 8603.013672 Iteration 11Q: 3 clusters Score -160788.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -160808.296875 Penalty: 8603.013672 Iteration 12Q: 3 clusters Score -160808.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -160827.750000 Penalty: 8603.013672 Iteration 13Q: 3 clusters Score -160827.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -160869.812500 Penalty: 8603.013672 Iteration 14Q: 3 clusters Score -160869.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -160888.562500 Penalty: 8603.013672 Iteration 15Q: 3 clusters Score -160888.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -160916.656250 Penalty: 8603.013672 Iteration 16Q: 3 clusters Score -160916.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -160940.078125 Penalty: 8603.013672 Iteration 17Q: 3 clusters Score -160940.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -160988.625000 Penalty: 8603.013672 Iteration 18Q: 3 clusters Score -160988.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -161009.062500 Penalty: 8603.013672 Iteration 19Q: 3 clusters Score -161009.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -161022.031250 Penalty: 8603.013672 Iteration 20F: 3 clusters Score -161022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -161025.375000 Penalty: 8603.013672 Iteration 21Q: 3 clusters Score -161025.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -161034.859375 Penalty: 8603.013672 Iteration 22Q: 3 clusters Score -161034.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -161038.875000 Penalty: 8603.013672 Iteration 23Q: 3 clusters Score -161038.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -161043.062500 Penalty: 8603.013672 Iteration 24Q: 3 clusters Score -161043.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -161043.062500 Penalty: 8603.013672 Iteration 25F: 3 clusters Score -161043.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (45324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45324 members Entering Unmasked Estep Score: -8054243.000000 Penalty: 6566.975098 Iteration 0F: 2 clusters Score -8054243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22517 members Mstep: Class 2 contains 22807 members Entering Unmasked Estep Score: -8021482.500000 Penalty: 13133.950195 Iteration 0F: 3 clusters Score -8021482 nChanged 19924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -8032147.500000 Penalty: 13133.950195 Iteration 1F: 3 clusters Score -8032148 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21250 members Mstep: Class 2 contains 24074 members Entering Unmasked Estep Score: -8033098.500000 Penalty: 13133.950195 Iteration 2F: 3 clusters Score -8033098 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20492 members Mstep: Class 2 contains 24832 members Entering Unmasked Estep Score: -8033918.500000 Penalty: 13133.950195 Iteration 3Q: 3 clusters Score -8033918 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19570 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -8034657.500000 Penalty: 13133.950195 Iteration 4Q: 3 clusters Score -8034658 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 26965 members Entering Unmasked Estep Score: -8035573.500000 Penalty: 13133.950195 Iteration 5Q: 3 clusters Score -8035574 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16819 members Mstep: Class 2 contains 28505 members Entering Unmasked Estep Score: -8036970.500000 Penalty: 13133.950195 Iteration 6Q: 3 clusters Score -8036970 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 30413 members Entering Unmasked Estep Score: -8038908.000000 Penalty: 13133.950195 Iteration 7F: 3 clusters Score -8038908 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 32534 members Entering Unmasked Estep Score: -8041101.000000 Penalty: 13133.950195 Iteration 8F: 3 clusters Score -8041101 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 34454 members Entering Unmasked Estep Score: -8043105.000000 Penalty: 13133.950195 Iteration 9F: 3 clusters Score -8043105 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 36039 members Entering Unmasked Estep Score: -8044518.000000 Penalty: 13133.950195 Iteration 10Q: 3 clusters Score -8044518 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 37224 members Entering Unmasked Estep Score: -8045428.500000 Penalty: 13133.950195 Iteration 11Q: 3 clusters Score -8045428 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 38172 members Entering Unmasked Estep Score: -8046062.500000 Penalty: 13133.950195 Iteration 12Q: 3 clusters Score -8046062 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 38922 members Entering Unmasked Estep Score: -8046505.500000 Penalty: 13133.950195 Iteration 13Q: 3 clusters Score -8046506 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 39565 members Entering Unmasked Estep Score: -8046793.000000 Penalty: 13133.950195 Iteration 14Q: 3 clusters Score -8046793 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 40091 members Entering Unmasked Estep Score: -8047084.500000 Penalty: 13133.950195 Iteration 15Q: 3 clusters Score -8047084 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 40555 members Entering Unmasked Estep Score: -8047327.000000 Penalty: 13133.950195 Iteration 16Q: 3 clusters Score -8047327 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 40964 members Entering Unmasked Estep Score: -8047494.000000 Penalty: 13133.950195 Iteration 17Q: 3 clusters Score -8047494 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 41281 members Entering Unmasked Estep Score: -8047673.000000 Penalty: 13133.950195 Iteration 18Q: 3 clusters Score -8047673 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 41567 members Entering Unmasked Estep Score: -8047816.500000 Penalty: 13133.950195 Iteration 19Q: 3 clusters Score -8047816 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 41839 members Entering Unmasked Estep Score: -8047941.500000 Penalty: 13133.950195 Iteration 20F: 3 clusters Score -8047942 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 42072 members Entering Unmasked Estep Score: -8048032.500000 Penalty: 13133.950195 Iteration 21Q: 3 clusters Score -8048032 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 42278 members Entering Unmasked Estep Score: -8048124.500000 Penalty: 13133.950195 Iteration 22Q: 3 clusters Score -8048124 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 42445 members Entering Unmasked Estep Score: -8048227.500000 Penalty: 13133.950195 Iteration 23Q: 3 clusters Score -8048228 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 42596 members Entering Unmasked Estep Score: -8048319.500000 Penalty: 13133.950195 Iteration 24Q: 3 clusters Score -8048320 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 42715 members Entering Unmasked Estep Score: -8048346.500000 Penalty: 13133.950195 Iteration 25Q: 3 clusters Score -8048346 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 42817 members Entering Unmasked Estep Score: -8048399.500000 Penalty: 13133.950195 Iteration 26Q: 3 clusters Score -8048400 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 42889 members Entering Unmasked Estep Score: -8048432.500000 Penalty: 13133.950195 Iteration 27Q: 3 clusters Score -8048432 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 42973 members Entering Unmasked Estep Score: -8048483.500000 Penalty: 13133.950195 Iteration 28Q: 3 clusters Score -8048484 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 43052 members Entering Unmasked Estep Score: -8048514.500000 Penalty: 13133.950195 Iteration 29Q: 3 clusters Score -8048514 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 43116 members Entering Unmasked Estep Score: -8048550.000000 Penalty: 13133.950195 Iteration 30Q: 3 clusters Score -8048550 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 43169 members Entering Unmasked Estep Score: -8048555.000000 Penalty: 13133.950195 Iteration 31Q: 3 clusters Score -8048555 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 43212 members Entering Unmasked Estep Score: -8048576.000000 Penalty: 13133.950195 Iteration 32Q: 3 clusters Score -8048576 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 43248 members Entering Unmasked Estep Score: -8048599.500000 Penalty: 13133.950195 Iteration 33Q: 3 clusters Score -8048600 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 43271 members Entering Unmasked Estep Score: -8048617.000000 Penalty: 13133.950195 Iteration 34Q: 3 clusters Score -8048617 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 43291 members Entering Unmasked Estep Score: -8048617.500000 Penalty: 13133.950195 Iteration 35Q: 3 clusters Score -8048618 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 43319 members Entering Unmasked Estep Score: -8048633.000000 Penalty: 13133.950195 Iteration 36Q: 3 clusters Score -8048633 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 43341 members Entering Unmasked Estep Score: -8048636.500000 Penalty: 13133.950195 Iteration 37Q: 3 clusters Score -8048636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 43357 members Entering Unmasked Estep Score: -8048641.000000 Penalty: 13133.950195 Iteration 38Q: 3 clusters Score -8048641 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 43373 members Entering Unmasked Estep Score: -8048648.500000 Penalty: 13133.950195 Iteration 39Q: 3 clusters Score -8048648 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 43391 members Entering Unmasked Estep Score: -8048668.000000 Penalty: 13133.950195 Iteration 40F: 3 clusters Score -8048668 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 43404 members Entering Unmasked Estep Score: -8048671.000000 Penalty: 13133.950195 Iteration 41Q: 3 clusters Score -8048671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 43410 members Entering Unmasked Estep Score: -8048677.500000 Penalty: 13133.950195 Iteration 42Q: 3 clusters Score -8048678 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 43417 members Entering Unmasked Estep Score: -8048678.500000 Penalty: 13133.950195 Iteration 43Q: 3 clusters Score -8048678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 43418 members Entering Unmasked Estep Score: -8048677.500000 Penalty: 13133.950195 Iteration 44Q: 3 clusters Score -8048678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 43417 members Entering Unmasked Estep Score: -8048681.000000 Penalty: 13133.950195 Iteration 45Q: 3 clusters Score -8048681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 43418 members Entering Unmasked Estep Score: -8048685.500000 Penalty: 13133.950195 Iteration 46Q: 3 clusters Score -8048686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 43420 members Entering Unmasked Estep Score: -8048686.500000 Penalty: 13133.950195 Iteration 47Q: 3 clusters Score -8048686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 43421 members Entering Unmasked Estep Score: -8048691.000000 Penalty: 13133.950195 Iteration 48Q: 3 clusters Score -8048691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 43422 members Entering Unmasked Estep Score: -8048692.500000 Penalty: 13133.950195 Iteration 49Q: 3 clusters Score -8048692 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 43422 members Entering Unmasked Estep Score: -8048692.500000 Penalty: 13133.950195 Iteration 50F: 3 clusters Score -8048692 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Entering Unmasked Estep Score: -1091247.875000 Penalty: 5347.646973 Iteration 0F: 2 clusters Score -1091248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1083425.250000 Penalty: 10695.293945 Iteration 0F: 3 clusters Score -1083425 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -1084726.875000 Penalty: 10695.293945 Iteration 1F: 3 clusters Score -1084727 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1085065.500000 Penalty: 10695.293945 Iteration 2F: 3 clusters Score -1085066 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1085250.375000 Penalty: 10695.293945 Iteration 3Q: 3 clusters Score -1085250 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1085372.000000 Penalty: 10695.293945 Iteration 4Q: 3 clusters Score -1085372 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1085456.375000 Penalty: 10695.293945 Iteration 5Q: 3 clusters Score -1085456 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1085541.375000 Penalty: 10695.293945 Iteration 6Q: 3 clusters Score -1085541 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1085631.625000 Penalty: 10695.293945 Iteration 7Q: 3 clusters Score -1085632 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1085707.125000 Penalty: 10695.293945 Iteration 8Q: 3 clusters Score -1085707 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1085789.000000 Penalty: 10695.293945 Iteration 9Q: 3 clusters Score -1085789 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1085878.500000 Penalty: 10695.293945 Iteration 10Q: 3 clusters Score -1085878 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1085989.875000 Penalty: 10695.293945 Iteration 11Q: 3 clusters Score -1085990 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1086129.125000 Penalty: 10695.293945 Iteration 12Q: 3 clusters Score -1086129 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1086276.125000 Penalty: 10695.293945 Iteration 13Q: 3 clusters Score -1086276 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1086412.625000 Penalty: 10695.293945 Iteration 14Q: 3 clusters Score -1086413 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1086577.375000 Penalty: 10695.293945 Iteration 15Q: 3 clusters Score -1086577 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1086747.875000 Penalty: 10695.293945 Iteration 16Q: 3 clusters Score -1086748 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1086913.375000 Penalty: 10695.293945 Iteration 17Q: 3 clusters Score -1086913 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1087075.000000 Penalty: 10695.293945 Iteration 18Q: 3 clusters Score -1087075 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1087240.875000 Penalty: 10695.293945 Iteration 19Q: 3 clusters Score -1087241 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1087405.750000 Penalty: 10695.293945 Iteration 20F: 3 clusters Score -1087406 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1087537.000000 Penalty: 10695.293945 Iteration 21Q: 3 clusters Score -1087537 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1087644.250000 Penalty: 10695.293945 Iteration 22Q: 3 clusters Score -1087644 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1087724.000000 Penalty: 10695.293945 Iteration 23Q: 3 clusters Score -1087724 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1087774.125000 Penalty: 10695.293945 Iteration 24Q: 3 clusters Score -1087774 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1087811.500000 Penalty: 10695.293945 Iteration 25Q: 3 clusters Score -1087812 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1087838.625000 Penalty: 10695.293945 Iteration 26Q: 3 clusters Score -1087839 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1087854.625000 Penalty: 10695.293945 Iteration 27Q: 3 clusters Score -1087855 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1087865.500000 Penalty: 10695.293945 Iteration 28Q: 3 clusters Score -1087866 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1087880.250000 Penalty: 10695.293945 Iteration 29Q: 3 clusters Score -1087880 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1087890.000000 Penalty: 10695.293945 Iteration 30Q: 3 clusters Score -1087890 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1087901.625000 Penalty: 10695.293945 Iteration 31Q: 3 clusters Score -1087902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1087906.875000 Penalty: 10695.293945 Iteration 32Q: 3 clusters Score -1087907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1087915.375000 Penalty: 10695.293945 Iteration 33Q: 3 clusters Score -1087915 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1087917.875000 Penalty: 10695.293945 Iteration 34Q: 3 clusters Score -1087918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1087920.875000 Penalty: 10695.293945 Iteration 35Q: 3 clusters Score -1087921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1087924.625000 Penalty: 10695.293945 Iteration 36Q: 3 clusters Score -1087925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1087924.625000 Penalty: 10695.293945 Iteration 37F: 3 clusters Score -1087925 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (24206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24206 members Entering Unmasked Estep Score: -4184235.000000 Penalty: 6182.792969 Iteration 0F: 2 clusters Score -4184235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -4165033.500000 Penalty: 12365.585938 Iteration 0F: 3 clusters Score -4165034 nChanged 10021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -4170645.000000 Penalty: 12365.585938 Iteration 1F: 3 clusters Score -4170645 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -4172079.500000 Penalty: 12365.585938 Iteration 2F: 3 clusters Score -4172080 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13155 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -4173571.500000 Penalty: 12365.585938 Iteration 3F: 3 clusters Score -4173572 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -4175076.500000 Penalty: 12365.585938 Iteration 4F: 3 clusters Score -4175076 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15283 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -4176559.500000 Penalty: 12365.585938 Iteration 5F: 3 clusters Score -4176560 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -4178025.750000 Penalty: 12365.585938 Iteration 6F: 3 clusters Score -4178026 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17803 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -4179255.250000 Penalty: 12365.585938 Iteration 7F: 3 clusters Score -4179255 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18832 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -4180191.500000 Penalty: 12365.585938 Iteration 8Q: 3 clusters Score -4180192 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19627 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -4180810.000000 Penalty: 12365.585938 Iteration 9Q: 3 clusters Score -4180810 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20180 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -4181269.750000 Penalty: 12365.585938 Iteration 10Q: 3 clusters Score -4181270 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20627 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -4181596.250000 Penalty: 12365.585938 Iteration 11Q: 3 clusters Score -4181596 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20970 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -4181824.500000 Penalty: 12365.585938 Iteration 12Q: 3 clusters Score -4181824 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21211 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -4181975.250000 Penalty: 12365.585938 Iteration 13Q: 3 clusters Score -4181975 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21396 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -4182076.750000 Penalty: 12365.585938 Iteration 14Q: 3 clusters Score -4182077 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -4182143.500000 Penalty: 12365.585938 Iteration 15Q: 3 clusters Score -4182144 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21596 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -4182177.750000 Penalty: 12365.585938 Iteration 16Q: 3 clusters Score -4182178 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21664 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -4182215.000000 Penalty: 12365.585938 Iteration 17Q: 3 clusters Score -4182215 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21708 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -4182228.250000 Penalty: 12365.585938 Iteration 18Q: 3 clusters Score -4182228 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -4182236.750000 Penalty: 12365.585938 Iteration 19Q: 3 clusters Score -4182237 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21765 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -4182245.000000 Penalty: 12365.585938 Iteration 20F: 3 clusters Score -4182245 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -4182253.750000 Penalty: 12365.585938 Iteration 21Q: 3 clusters Score -4182254 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -4182249.500000 Penalty: 12365.585938 Iteration 22Q: 3 clusters Score -4182250 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21808 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -4182265.250000 Penalty: 12365.585938 Iteration 23Q: 3 clusters Score -4182265 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21820 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -4182268.250000 Penalty: 12365.585938 Iteration 24Q: 3 clusters Score -4182268 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21831 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -4182270.750000 Penalty: 12365.585938 Iteration 25Q: 3 clusters Score -4182271 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21845 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -4182269.000000 Penalty: 12365.585938 Iteration 26Q: 3 clusters Score -4182269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21855 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -4182272.750000 Penalty: 12365.585938 Iteration 27Q: 3 clusters Score -4182273 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21861 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -4182263.250000 Penalty: 12365.585938 Iteration 28Q: 3 clusters Score -4182263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21865 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -4182268.250000 Penalty: 12365.585938 Iteration 29Q: 3 clusters Score -4182268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -4182270.500000 Penalty: 12365.585938 Iteration 30Q: 3 clusters Score -4182270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -4182270.500000 Penalty: 12365.585938 Iteration 31F: 3 clusters Score -4182270 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Entering Unmasked Estep Score: -1543985.875000 Penalty: 5590.528809 Iteration 0F: 2 clusters Score -1543986 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1534270.625000 Penalty: 11181.057617 Iteration 0F: 3 clusters Score -1534271 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1536337.000000 Penalty: 11181.057617 Iteration 1F: 3 clusters Score -1536337 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1536977.875000 Penalty: 11181.057617 Iteration 2F: 3 clusters Score -1536978 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1537477.875000 Penalty: 11181.057617 Iteration 3F: 3 clusters Score -1537478 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1538021.375000 Penalty: 11181.057617 Iteration 4F: 3 clusters Score -1538021 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1538487.625000 Penalty: 11181.057617 Iteration 5F: 3 clusters Score -1538488 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1538863.125000 Penalty: 11181.057617 Iteration 6Q: 3 clusters Score -1538863 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1539233.000000 Penalty: 11181.057617 Iteration 7Q: 3 clusters Score -1539233 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1539612.125000 Penalty: 11181.057617 Iteration 8Q: 3 clusters Score -1539612 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1540006.500000 Penalty: 11181.057617 Iteration 9Q: 3 clusters Score -1540006 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1540350.375000 Penalty: 11181.057617 Iteration 10Q: 3 clusters Score -1540350 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1540647.000000 Penalty: 11181.057617 Iteration 11Q: 3 clusters Score -1540647 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1540861.375000 Penalty: 11181.057617 Iteration 12Q: 3 clusters Score -1540861 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1541004.375000 Penalty: 11181.057617 Iteration 13Q: 3 clusters Score -1541004 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1541131.000000 Penalty: 11181.057617 Iteration 14Q: 3 clusters Score -1541131 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1541233.000000 Penalty: 11181.057617 Iteration 15Q: 3 clusters Score -1541233 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1541315.375000 Penalty: 11181.057617 Iteration 16Q: 3 clusters Score -1541315 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1541386.250000 Penalty: 11181.057617 Iteration 17Q: 3 clusters Score -1541386 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1541456.375000 Penalty: 11181.057617 Iteration 18Q: 3 clusters Score -1541456 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1541496.000000 Penalty: 11181.057617 Iteration 19Q: 3 clusters Score -1541496 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1541528.500000 Penalty: 11181.057617 Iteration 20F: 3 clusters Score -1541528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1541549.875000 Penalty: 11181.057617 Iteration 21Q: 3 clusters Score -1541550 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1541560.375000 Penalty: 11181.057617 Iteration 22Q: 3 clusters Score -1541560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1541566.625000 Penalty: 11181.057617 Iteration 23Q: 3 clusters Score -1541567 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -1541575.125000 Penalty: 11181.057617 Iteration 24Q: 3 clusters Score -1541575 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1541573.375000 Penalty: 11181.057617 Iteration 25Q: 3 clusters Score -1541573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1541578.375000 Penalty: 11181.057617 Iteration 26Q: 3 clusters Score -1541578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1541578.750000 Penalty: 11181.057617 Iteration 27Q: 3 clusters Score -1541579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1541578.750000 Penalty: 11181.057617 Iteration 28F: 3 clusters Score -1541579 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -175781.578125 Penalty: 4335.484375 Iteration 0F: 2 clusters Score -175781.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -171649.718750 Penalty: 8670.968750 Iteration 0F: 3 clusters Score -171649.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -172411.890625 Penalty: 8670.968750 Iteration 1F: 3 clusters Score -172411.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -172810.250000 Penalty: 8670.968750 Iteration 2F: 3 clusters Score -172810.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -173159.250000 Penalty: 8670.968750 Iteration 3F: 3 clusters Score -173159.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -173649.640625 Penalty: 8670.968750 Iteration 4F: 3 clusters Score -173649.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -174157.281250 Penalty: 8670.968750 Iteration 5F: 3 clusters Score -174157.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -174697.515625 Penalty: 8670.968750 Iteration 6F: 3 clusters Score -174697.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -175457.312500 Penalty: 8670.968750 Iteration 7F: 3 clusters Score -175457.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -175853.984375 Penalty: 8670.968750 Iteration 8Q: 3 clusters Score -175854 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -176105.140625 Penalty: 8670.968750 Iteration 9Q: 3 clusters Score -176105.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -176261.062500 Penalty: 8670.968750 Iteration 10Q: 3 clusters Score -176261.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -176342.203125 Penalty: 8670.968750 Iteration 11Q: 3 clusters Score -176342.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -176375.000000 Penalty: 8670.968750 Iteration 12Q: 3 clusters Score -176375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -176381.984375 Penalty: 8670.968750 Iteration 13Q: 3 clusters Score -176382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -176390.000000 Penalty: 8670.968750 Iteration 14Q: 3 clusters Score -176390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -176398.234375 Penalty: 8670.968750 Iteration 15Q: 3 clusters Score -176398.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -176421.343750 Penalty: 8670.968750 Iteration 16F: 3 clusters Score -176421.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -176464.359375 Penalty: 8670.968750 Iteration 17Q: 3 clusters Score -176464.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -176542.796875 Penalty: 8670.968750 Iteration 18Q: 3 clusters Score -176542.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -176610.656250 Penalty: 8670.968750 Iteration 19Q: 3 clusters Score -176610.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -176744.390625 Penalty: 8670.968750 Iteration 20F: 3 clusters Score -176744.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -176991.125000 Penalty: 8670.968750 Iteration 21Q: 3 clusters Score -176991.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -177063.859375 Penalty: 8670.968750 Iteration 22Q: 3 clusters Score -177063.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -177143.031250 Penalty: 8670.968750 Iteration 23Q: 3 clusters Score -177143 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -177225.843750 Penalty: 8670.968750 Iteration 24Q: 3 clusters Score -177225.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -177384.890625 Penalty: 8670.968750 Iteration 25Q: 3 clusters Score -177384.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -177529.156250 Penalty: 8670.968750 Iteration 26Q: 3 clusters Score -177529.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -177558.984375 Penalty: 8670.968750 Iteration 27Q: 3 clusters Score -177559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -177578.640625 Penalty: 8670.968750 Iteration 28Q: 3 clusters Score -177578.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -177589.218750 Penalty: 8670.968750 Iteration 29Q: 3 clusters Score -177589.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -177601.546875 Penalty: 8670.968750 Iteration 30F: 3 clusters Score -177601.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -177656.078125 Penalty: 8670.968750 Iteration 31Q: 3 clusters Score -177656.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -177677.015625 Penalty: 8670.968750 Iteration 32Q: 3 clusters Score -177677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -177700.187500 Penalty: 8670.968750 Iteration 33Q: 3 clusters Score -177700.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -177837.859375 Penalty: 8670.968750 Iteration 34Q: 3 clusters Score -177837.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -177840.812500 Penalty: 8670.968750 Iteration 35F: 3 clusters Score -177840.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -177916.093750 Penalty: 8670.968750 Iteration 36Q: 3 clusters Score -177916.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -178058.562500 Penalty: 8670.968750 Iteration 37Q: 3 clusters Score -178058.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -178058.562500 Penalty: 8670.968750 Iteration 38F: 3 clusters Score -178058.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 842 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 344 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70955800.000000 Penalty: 142440.078125 Splitting cluster 18 changes total score from -70957160.000000 to -70955800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (2306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Entering Unmasked Estep Score: -393076.062500 Penalty: 4742.752930 Iteration 0F: 2 clusters Score -393076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -388151.437500 Penalty: 9485.505859 Iteration 0F: 3 clusters Score -388151.4 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -389633.750000 Penalty: 9485.505859 Iteration 1F: 3 clusters Score -389633.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -390317.906250 Penalty: 9485.505859 Iteration 2F: 3 clusters Score -390317.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -391075.593750 Penalty: 9485.505859 Iteration 3F: 3 clusters Score -391075.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -391771.781250 Penalty: 9485.505859 Iteration 4F: 3 clusters Score -391771.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -392308.093750 Penalty: 9485.505859 Iteration 5F: 3 clusters Score -392308.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -392569.625000 Penalty: 9485.505859 Iteration 6Q: 3 clusters Score -392569.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -392699.093750 Penalty: 9485.505859 Iteration 7Q: 3 clusters Score -392699.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -392765.406250 Penalty: 9485.505859 Iteration 8Q: 3 clusters Score -392765.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -392833.062500 Penalty: 9485.505859 Iteration 9Q: 3 clusters Score -392833.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -392907.000000 Penalty: 9485.505859 Iteration 10Q: 3 clusters Score -392907 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -393010.000000 Penalty: 9485.505859 Iteration 11Q: 3 clusters Score -393010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -393099.656250 Penalty: 9485.505859 Iteration 12Q: 3 clusters Score -393099.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -393168.281250 Penalty: 9485.505859 Iteration 13Q: 3 clusters Score -393168.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -393200.093750 Penalty: 9485.505859 Iteration 14Q: 3 clusters Score -393200.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -393208.343750 Penalty: 9485.505859 Iteration 15Q: 3 clusters Score -393208.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -393217.562500 Penalty: 9485.505859 Iteration 16Q: 3 clusters Score -393217.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -393243.375000 Penalty: 9485.505859 Iteration 17Q: 3 clusters Score -393243.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -393251.437500 Penalty: 9485.505859 Iteration 18Q: 3 clusters Score -393251.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -393253.625000 Penalty: 9485.505859 Iteration 19Q: 3 clusters Score -393253.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -393517.593750 Penalty: 9485.505859 Iteration 20F: 3 clusters Score -393517.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -395484.968750 Penalty: 9485.505859 Iteration 21Q: 3 clusters Score -395485 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -395541.906250 Penalty: 9485.505859 Iteration 22Q: 3 clusters Score -395541.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -395574.093750 Penalty: 9485.505859 Iteration 23Q: 3 clusters Score -395574.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -395583.312500 Penalty: 9485.505859 Iteration 24Q: 3 clusters Score -395583.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -395585.968750 Penalty: 9485.505859 Iteration 25Q: 3 clusters Score -395586 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -395585.968750 Penalty: 9485.505859 Iteration 26F: 3 clusters Score -395586 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 1963 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 343 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70956560.000000 Penalty: 142440.078125 Splitting cluster 19 changes total score from -70957160.000000 to -70956560.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Entering Unmasked Estep Score: -227308.609375 Penalty: 4471.953125 Iteration 0F: 2 clusters Score -227308.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -222961.718750 Penalty: 8943.906250 Iteration 0F: 3 clusters Score -222961.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -223924.953125 Penalty: 8943.906250 Iteration 1F: 3 clusters Score -223925 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -224707.109375 Penalty: 8943.906250 Iteration 2F: 3 clusters Score -224707.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -225437.609375 Penalty: 8943.906250 Iteration 3F: 3 clusters Score -225437.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -226134.312500 Penalty: 8943.906250 Iteration 4F: 3 clusters Score -226134.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -226585.421875 Penalty: 8943.906250 Iteration 5Q: 3 clusters Score -226585.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -226870.421875 Penalty: 8943.906250 Iteration 6Q: 3 clusters Score -226870.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -227034.984375 Penalty: 8943.906250 Iteration 7Q: 3 clusters Score -227035 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -227153.171875 Penalty: 8943.906250 Iteration 8Q: 3 clusters Score -227153.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -227224.750000 Penalty: 8943.906250 Iteration 9Q: 3 clusters Score -227224.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -227298.234375 Penalty: 8943.906250 Iteration 10Q: 3 clusters Score -227298.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -227368.531250 Penalty: 8943.906250 Iteration 11Q: 3 clusters Score -227368.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -227441.859375 Penalty: 8943.906250 Iteration 12Q: 3 clusters Score -227441.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -227461.093750 Penalty: 8943.906250 Iteration 13Q: 3 clusters Score -227461.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -227467.468750 Penalty: 8943.906250 Iteration 14Q: 3 clusters Score -227467.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -227489.843750 Penalty: 8943.906250 Iteration 15Q: 3 clusters Score -227489.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -227495.296875 Penalty: 8943.906250 Iteration 16Q: 3 clusters Score -227495.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -227507.468750 Penalty: 8943.906250 Iteration 17Q: 3 clusters Score -227507.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -227509.093750 Penalty: 8943.906250 Iteration 18F: 3 clusters Score -227509.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -227513.187500 Penalty: 8943.906250 Iteration 19Q: 3 clusters Score -227513.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -227513.187500 Penalty: 8943.906250 Iteration 20F: 3 clusters Score -227513.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 1085 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 397 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 1302 members Entering Unmasked Estep Score: -70953856.000000 Penalty: 142440.078125 Splitting cluster 20 changes total score from -70957160.000000 to -70953856.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (6105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Entering Unmasked Estep Score: -1008992.437500 Penalty: 5339.079102 Iteration 0F: 2 clusters Score -1008992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1001307.812500 Penalty: 10678.158203 Iteration 0F: 3 clusters Score -1001308 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1003007.187500 Penalty: 10678.158203 Iteration 1F: 3 clusters Score -1003007 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1003808.250000 Penalty: 10678.158203 Iteration 2F: 3 clusters Score -1003808 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1004467.062500 Penalty: 10678.158203 Iteration 3F: 3 clusters Score -1004467 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1004922.125000 Penalty: 10678.158203 Iteration 4F: 3 clusters Score -1004922 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1005287.500000 Penalty: 10678.158203 Iteration 5F: 3 clusters Score -1005288 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1005539.250000 Penalty: 10678.158203 Iteration 6Q: 3 clusters Score -1005539 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1005730.062500 Penalty: 10678.158203 Iteration 7Q: 3 clusters Score -1005730 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1005886.437500 Penalty: 10678.158203 Iteration 8Q: 3 clusters Score -1005886 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1005998.062500 Penalty: 10678.158203 Iteration 9Q: 3 clusters Score -1005998 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1006099.062500 Penalty: 10678.158203 Iteration 10Q: 3 clusters Score -1006099 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1006199.812500 Penalty: 10678.158203 Iteration 11Q: 3 clusters Score -1006200 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1006289.125000 Penalty: 10678.158203 Iteration 12Q: 3 clusters Score -1006289 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1006364.812500 Penalty: 10678.158203 Iteration 13Q: 3 clusters Score -1006365 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1006426.312500 Penalty: 10678.158203 Iteration 14Q: 3 clusters Score -1006426 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1006481.062500 Penalty: 10678.158203 Iteration 15Q: 3 clusters Score -1006481 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1006521.812500 Penalty: 10678.158203 Iteration 16Q: 3 clusters Score -1006522 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1006549.375000 Penalty: 10678.158203 Iteration 17Q: 3 clusters Score -1006549 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1006568.937500 Penalty: 10678.158203 Iteration 18Q: 3 clusters Score -1006569 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1006580.625000 Penalty: 10678.158203 Iteration 19Q: 3 clusters Score -1006581 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1006587.750000 Penalty: 10678.158203 Iteration 20F: 3 clusters Score -1006588 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1006592.875000 Penalty: 10678.158203 Iteration 21Q: 3 clusters Score -1006593 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1006597.187500 Penalty: 10678.158203 Iteration 22Q: 3 clusters Score -1006597 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1006600.375000 Penalty: 10678.158203 Iteration 23Q: 3 clusters Score -1006600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1006605.937500 Penalty: 10678.158203 Iteration 24Q: 3 clusters Score -1006606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1006611.125000 Penalty: 10678.158203 Iteration 25Q: 3 clusters Score -1006611 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1006617.000000 Penalty: 10678.158203 Iteration 26Q: 3 clusters Score -1006617 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1006620.000000 Penalty: 10678.158203 Iteration 27Q: 3 clusters Score -1006620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1006621.500000 Penalty: 10678.158203 Iteration 28Q: 3 clusters Score -1006622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1006625.250000 Penalty: 10678.158203 Iteration 29Q: 3 clusters Score -1006625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1006626.937500 Penalty: 10678.158203 Iteration 30Q: 3 clusters Score -1006627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1006629.687500 Penalty: 10678.158203 Iteration 31Q: 3 clusters Score -1006630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1006628.625000 Penalty: 10678.158203 Iteration 32Q: 3 clusters Score -1006629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1006630.437500 Penalty: 10678.158203 Iteration 33Q: 3 clusters Score -1006630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1006630.437500 Penalty: 10678.158203 Iteration 34Q: 3 clusters Score -1006630 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1006630.437500 Penalty: 10678.158203 Iteration 35F: 3 clusters Score -1006630 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -203876.890625 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -203876.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -199512.156250 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -199512.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -200187.140625 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -200187.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -200672.140625 Penalty: 8785.279297 Iteration 2F: 3 clusters Score -200672.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -201157.343750 Penalty: 8785.279297 Iteration 3F: 3 clusters Score -201157.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -201435.703125 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -201435.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -201671.343750 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -201671.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -201793.375000 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -201793.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -201948.234375 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -201948.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -202204.093750 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -202204.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -202419.359375 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -202419.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -202561.500000 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -202561.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -202880.875000 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -202880.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -202978.453125 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -202978.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -203098.765625 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -203098.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -203277.171875 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -203277.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -203410.328125 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -203410.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -203529.859375 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -203529.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -203600.890625 Penalty: 8785.279297 Iteration 17Q: 3 clusters Score -203600.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -203689.890625 Penalty: 8785.279297 Iteration 18Q: 3 clusters Score -203689.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -203776.968750 Penalty: 8785.279297 Iteration 19Q: 3 clusters Score -203777 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -203866.265625 Penalty: 8785.279297 Iteration 20F: 3 clusters Score -203866.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -203892.296875 Penalty: 8785.279297 Iteration 21Q: 3 clusters Score -203892.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -203903.843750 Penalty: 8785.279297 Iteration 22Q: 3 clusters Score -203903.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -203906.453125 Penalty: 8785.279297 Iteration 23Q: 3 clusters Score -203906.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -203906.453125 Penalty: 8785.279297 Iteration 24F: 3 clusters Score -203906.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 262 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 145363 members Mstep: Class 3 contains 8456 members Mstep: Class 4 contains 539 members Mstep: Class 5 contains 97681 members Mstep: Class 6 contains 14623 members Mstep: Class 9 contains 8069 members Mstep: Class 10 contains 22928 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 45324 members Mstep: Class 14 contains 6191 members Mstep: Class 15 contains 24206 members Mstep: Class 17 contains 9204 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2306 members Mstep: Class 20 contains 1482 members Mstep: Class 22 contains 6105 members Mstep: Class 24 contains 763 members Entering Unmasked Estep Score: -70953672.000000 Penalty: 142440.078125 Splitting cluster 24 changes total score from -70957160.000000 to -70953672.000000 So it's not getting split. --- Evaluating fit on full set of 1224873 points --- Entering Unmasked Estep Score: -212924288.000000 Penalty: 145966.046875 25->18 Clusters: Score -212924288.000000, best is -213051088.000000 Main iterations: 0 (time per=infms) Total iterations: 17425 (time per=664.814944ms) Iterations metric 2: 1745347280896.000000 (time per=6.637304ns) Iterations metric 3: 83776717717504.000000 (time per=138.277086ps) That took 11584.400391 seconds.